Command line
python /home/saxelrod/Repo/projects/chemprop/chemprop/train.py --config_path /home/saxelrod/chemprop_cov_1/models/cp_cov_prc/config.json --data_path /home/saxelrod/chemprop_cov_1/train_full.csv --dataset_type classification
Args
{'activation': 'ReLU',
 'aggregation': 'mean',
 'aggregation_norm': 100,
 'atom_descriptors': None,
 'atom_descriptors_path': None,
 'atom_descriptors_size': 0,
 'atom_features_size': 0,
 'atom_messages': False,
 'batch_size': 50,
 'bias': False,
 'cache_cutoff': 10000,
 'checkpoint_dir': None,
 'checkpoint_path': None,
 'checkpoint_paths': None,
 'class_balance': True,
 'config_path': '/home/saxelrod/chemprop_cov_1/models/cp_cov_prc/config.json',
 'crossval_index_dir': None,
 'crossval_index_file': None,
 'crossval_index_sets': None,
 'cuda': True,
 'data_path': '/home/saxelrod/chemprop_cov_1/train_full.csv',
 'dataset_type': 'classification',
 'depth': 6,
 'device': device(type='cuda', index=0),
 'dropout': 0.30000000000000004,
 'ensemble_size': 1,
 'epochs': 10000,
 'extra_metrics': [],
 'features_generator': None,
 'features_only': False,
 'features_path': None,
 'features_scaling': False,
 'features_size': None,
 'ffn_hidden_size': 1100,
 'ffn_num_layers': 2,
 'final_lr': 0.0001,
 'folds_file': None,
 'gpu': 0,
 'grad_clip': None,
 'hidden_size': 1100,
 'ignore_columns': None,
 'init_lr': 0.0001,
 'log_frequency': 10,
 'max_data_size': None,
 'max_lr': 0.001,
 'metric': 'prc-auc',
 'metrics': ['prc-auc'],
 'minimize_score': False,
 'mpn_shared': False,
 'multiclass_num_classes': 3,
 'no_cache_mol': False,
 'no_cuda': False,
 'no_features_scaling': True,
 'num_folds': 1,
 'num_lrs': 1,
 'num_tasks': 1,
 'num_workers': 8,
 'number_of_molecules': 1,
 'pytorch_seed': 0,
 'quiet': True,
 'save_dir': '/home/saxelrod/chemprop_cov_1/models/cp_cov_prc',
 'save_preds': False,
 'save_smiles_splits': False,
 'seed': 0,
 'separate_test_features_path': None,
 'separate_test_path': '/home/saxelrod/chemprop_cov_1/test_full.csv',
 'separate_val_features_path': None,
 'separate_val_path': '/home/saxelrod/chemprop_cov_1/val_full.csv',
 'show_individual_scores': False,
 'smiles_columns': [None],
 'split_sizes': (0.8, 0.1, 0.1),
 'split_type': 'random',
 'target_columns': None,
 'task_names': ['sars_cov_one_cl_protease_active'],
 'test': False,
 'test_fold_index': None,
 'train_data_size': None,
 'undirected': False,
 'use_input_features': False,
 'val_fold_index': None,
 'warmup_epochs': 2.0}
Loading data
Number of tasks = 1
Fold 0
Splitting data with seed 0
Class sizes
sars_cov_one_cl_protease_active 0: 99.84%, 1: 0.16%
Total size = 167,255 | train size = 167,255 | val size = 55,750 | test size = 55,756
With class_balance, effective train size = 550
Building model 0
MoleculeModel(
  (sigmoid): Sigmoid()
  (encoder): MPN(
    (encoder): ModuleList(
      (0): MPNEncoder(
        (dropout_layer): Dropout(p=0.30000000000000004, inplace=False)
        (act_func): ReLU()
        (W_i): Linear(in_features=147, out_features=1100, bias=False)
        (W_h): Linear(in_features=1100, out_features=1100, bias=False)
        (W_o): Linear(in_features=1233, out_features=1100, bias=True)
      )
    )
  )
  (ffn): Sequential(
    (0): Dropout(p=0.30000000000000004, inplace=False)
    (1): Linear(in_features=1100, out_features=1100, bias=True)
    (2): ReLU()
    (3): Dropout(p=0.30000000000000004, inplace=False)
    (4): Linear(in_features=1100, out_features=1, bias=True)
  )
)
Number of parameters = 3,941,301
Moving model to cuda
Epoch 0
Loss = 6.9993e-01, PNorm = 60.2170, GNorm = 1.4235, lr_0 = 1.0148e-04
Validation prc-auc = 0.002915
Epoch 1
Loss = 7.0270e-01, PNorm = 60.2202, GNorm = 1.3576, lr_0 = 1.0283e-04
Validation prc-auc = 0.002788
Epoch 2
Loss = 6.7882e-01, PNorm = 60.2238, GNorm = 1.2242, lr_0 = 1.0417e-04
Validation prc-auc = 0.002754
Epoch 3
Loss = 6.7900e-01, PNorm = 60.2267, GNorm = 1.1474, lr_0 = 1.0552e-04
Validation prc-auc = 0.002842
Epoch 4
Loss = 6.7017e-01, PNorm = 60.2297, GNorm = 1.4047, lr_0 = 1.0686e-04
Validation prc-auc = 0.002982
Epoch 5
Loss = 6.6493e-01, PNorm = 60.2328, GNorm = 1.0247, lr_0 = 1.0821e-04
Validation prc-auc = 0.003210
Epoch 6
Loss = 6.3158e-01, PNorm = 60.2368, GNorm = 1.4161, lr_0 = 1.0955e-04
Validation prc-auc = 0.003613
Epoch 7
Loss = 6.5886e-01, PNorm = 60.2413, GNorm = 1.5862, lr_0 = 1.1090e-04
Validation prc-auc = 0.003865
Epoch 8
Loss = 6.6113e-01, PNorm = 60.2441, GNorm = 1.0369, lr_0 = 1.1224e-04
Validation prc-auc = 0.003508
Epoch 9
Loss = 6.3483e-01, PNorm = 60.2480, GNorm = 2.0198, lr_0 = 1.1359e-04
Loss = 6.5375e-01, PNorm = 60.2525, GNorm = 1.1530, lr_0 = 1.1493e-04
Validation prc-auc = 0.004587
Epoch 10
Loss = 6.3472e-01, PNorm = 60.2568, GNorm = 0.9688, lr_0 = 1.1628e-04
Validation prc-auc = 0.004563
Epoch 11
Loss = 6.1920e-01, PNorm = 60.2614, GNorm = 0.9245, lr_0 = 1.1762e-04
Validation prc-auc = 0.004032
Epoch 12
Loss = 6.2952e-01, PNorm = 60.2658, GNorm = 1.0373, lr_0 = 1.1897e-04
Validation prc-auc = 0.006545
Epoch 13
Loss = 6.5121e-01, PNorm = 60.2695, GNorm = 4.3463, lr_0 = 1.2031e-04
Validation prc-auc = 0.009680
Epoch 14
Loss = 6.3101e-01, PNorm = 60.2727, GNorm = 0.9387, lr_0 = 1.2166e-04
Validation prc-auc = 0.006701
Epoch 15
Loss = 6.2078e-01, PNorm = 60.2777, GNorm = 1.3596, lr_0 = 1.2300e-04
Validation prc-auc = 0.005426
Epoch 16
Loss = 5.9588e-01, PNorm = 60.2831, GNorm = 3.7148, lr_0 = 1.2435e-04
Validation prc-auc = 0.005043
Epoch 17
Loss = 5.6199e-01, PNorm = 60.2878, GNorm = 2.7228, lr_0 = 1.2570e-04
Validation prc-auc = 0.007065
Epoch 18
Loss = 5.7645e-01, PNorm = 60.2928, GNorm = 3.1625, lr_0 = 1.2704e-04
Validation prc-auc = 0.005218
Epoch 19
Loss = 6.6374e-01, PNorm = 60.2982, GNorm = 1.2860, lr_0 = 1.2839e-04
Loss = 6.1609e-01, PNorm = 60.3029, GNorm = 0.8757, lr_0 = 1.2973e-04
Validation prc-auc = 0.005192
Epoch 20
Loss = 6.1003e-01, PNorm = 60.3081, GNorm = 0.9418, lr_0 = 1.3108e-04
Validation prc-auc = 0.011043
Epoch 21
Loss = 6.0739e-01, PNorm = 60.3133, GNorm = 1.8137, lr_0 = 1.3242e-04
Validation prc-auc = 0.010009
Epoch 22
Loss = 5.8208e-01, PNorm = 60.3203, GNorm = 1.7567, lr_0 = 1.3377e-04
Validation prc-auc = 0.009190
Epoch 23
Loss = 6.1843e-01, PNorm = 60.3264, GNorm = 0.8807, lr_0 = 1.3511e-04
Validation prc-auc = 0.010933
Epoch 24
Loss = 5.8077e-01, PNorm = 60.3313, GNorm = 2.4426, lr_0 = 1.3646e-04
Validation prc-auc = 0.013439
Epoch 25
Loss = 5.4686e-01, PNorm = 60.3381, GNorm = 1.3346, lr_0 = 1.3780e-04
Validation prc-auc = 0.011232
Epoch 26
Loss = 5.8615e-01, PNorm = 60.3456, GNorm = 1.9791, lr_0 = 1.3915e-04
Validation prc-auc = 0.009512
Epoch 27
Loss = 5.5560e-01, PNorm = 60.3540, GNorm = 1.8790, lr_0 = 1.4049e-04
Validation prc-auc = 0.010165
Epoch 28
Loss = 5.2234e-01, PNorm = 60.3633, GNorm = 2.2993, lr_0 = 1.4184e-04
Validation prc-auc = 0.011345
Epoch 29
Loss = 6.2372e-01, PNorm = 60.3707, GNorm = 3.3868, lr_0 = 1.4318e-04
Loss = 5.6182e-01, PNorm = 60.3768, GNorm = 2.1027, lr_0 = 1.4453e-04
Validation prc-auc = 0.014313
Epoch 30
Loss = 5.6200e-01, PNorm = 60.3843, GNorm = 3.2828, lr_0 = 1.4587e-04
Validation prc-auc = 0.012882
Epoch 31
Loss = 5.4832e-01, PNorm = 60.3923, GNorm = 1.5663, lr_0 = 1.4722e-04
Validation prc-auc = 0.013051
Epoch 32
Loss = 5.5463e-01, PNorm = 60.4005, GNorm = 1.1662, lr_0 = 1.4857e-04
Validation prc-auc = 0.014551
Epoch 33
Loss = 5.6309e-01, PNorm = 60.4073, GNorm = 1.9196, lr_0 = 1.4991e-04
Validation prc-auc = 0.011702
Epoch 34
Loss = 5.7896e-01, PNorm = 60.4161, GNorm = 1.5600, lr_0 = 1.5126e-04
Validation prc-auc = 0.010106
Epoch 35
Loss = 5.4673e-01, PNorm = 60.4247, GNorm = 1.7262, lr_0 = 1.5260e-04
Validation prc-auc = 0.017012
Epoch 36
Loss = 5.7514e-01, PNorm = 60.4331, GNorm = 3.2646, lr_0 = 1.5395e-04
Validation prc-auc = 0.009242
Epoch 37
Loss = 5.7380e-01, PNorm = 60.4416, GNorm = 3.1140, lr_0 = 1.5529e-04
Validation prc-auc = 0.008419
Epoch 38
Loss = 5.9167e-01, PNorm = 60.4513, GNorm = 3.8443, lr_0 = 1.5664e-04
Validation prc-auc = 0.008936
Epoch 39
Loss = 3.9843e-01, PNorm = 60.4624, GNorm = 2.4903, lr_0 = 1.5798e-04
Loss = 5.6852e-01, PNorm = 60.4708, GNorm = 3.1343, lr_0 = 1.5933e-04
Validation prc-auc = 0.008249
Epoch 40
Loss = 5.2875e-01, PNorm = 60.4808, GNorm = 1.1732, lr_0 = 1.6067e-04
Validation prc-auc = 0.010695
Epoch 41
Loss = 5.0967e-01, PNorm = 60.4903, GNorm = 2.0335, lr_0 = 1.6202e-04
Validation prc-auc = 0.014025
Epoch 42
Loss = 5.1516e-01, PNorm = 60.5007, GNorm = 1.6855, lr_0 = 1.6336e-04
Validation prc-auc = 0.016369
Epoch 43
Loss = 4.8019e-01, PNorm = 60.5124, GNorm = 2.8625, lr_0 = 1.6471e-04
Validation prc-auc = 0.017324
Epoch 44
Loss = 5.5949e-01, PNorm = 60.5211, GNorm = 6.6327, lr_0 = 1.6605e-04
Validation prc-auc = 0.010233
Epoch 45
Loss = 4.9471e-01, PNorm = 60.5309, GNorm = 2.3822, lr_0 = 1.6740e-04
Validation prc-auc = 0.013052
Epoch 46
Loss = 4.8558e-01, PNorm = 60.5415, GNorm = 2.8370, lr_0 = 1.6874e-04
Validation prc-auc = 0.009545
Epoch 47
Loss = 4.5802e-01, PNorm = 60.5522, GNorm = 2.8483, lr_0 = 1.7009e-04
Validation prc-auc = 0.011028
Epoch 48
Loss = 5.6188e-01, PNorm = 60.5606, GNorm = 1.9915, lr_0 = 1.7143e-04
Validation prc-auc = 0.019384
Epoch 49
Loss = 6.2688e-01, PNorm = 60.5708, GNorm = 5.9687, lr_0 = 1.7278e-04
Loss = 4.9393e-01, PNorm = 60.5828, GNorm = 2.8345, lr_0 = 1.7413e-04
Validation prc-auc = 0.015220
Epoch 50
Loss = 5.4141e-01, PNorm = 60.5937, GNorm = 4.6379, lr_0 = 1.7547e-04
Validation prc-auc = 0.014899
Epoch 51
Loss = 5.4565e-01, PNorm = 60.6044, GNorm = 4.2393, lr_0 = 1.7682e-04
Validation prc-auc = 0.011354
Epoch 52
Loss = 5.1509e-01, PNorm = 60.6165, GNorm = 1.2569, lr_0 = 1.7816e-04
Validation prc-auc = 0.009568
Epoch 53
Loss = 4.8533e-01, PNorm = 60.6287, GNorm = 3.5020, lr_0 = 1.7951e-04
Validation prc-auc = 0.010833
Epoch 54
Loss = 5.3328e-01, PNorm = 60.6391, GNorm = 2.1084, lr_0 = 1.8085e-04
Validation prc-auc = 0.009979
Epoch 55
Loss = 5.2845e-01, PNorm = 60.6484, GNorm = 4.2885, lr_0 = 1.8220e-04
Validation prc-auc = 0.009710
Epoch 56
Loss = 4.9403e-01, PNorm = 60.6621, GNorm = 3.3779, lr_0 = 1.8354e-04
Validation prc-auc = 0.011428
Epoch 57
Loss = 5.3424e-01, PNorm = 60.6731, GNorm = 5.6826, lr_0 = 1.8489e-04
Validation prc-auc = 0.016516
Epoch 58
Loss = 4.3310e-01, PNorm = 60.6856, GNorm = 1.1938, lr_0 = 1.8623e-04
Validation prc-auc = 0.018550
Epoch 59
Loss = 4.9419e-01, PNorm = 60.6995, GNorm = 1.8182, lr_0 = 1.8758e-04
Loss = 4.8443e-01, PNorm = 60.7114, GNorm = 1.3294, lr_0 = 1.8892e-04
Validation prc-auc = 0.015965
Epoch 60
Loss = 4.4624e-01, PNorm = 60.7245, GNorm = 6.5842, lr_0 = 1.9027e-04
Validation prc-auc = 0.013968
Epoch 61
Loss = 4.8502e-01, PNorm = 60.7351, GNorm = 2.5192, lr_0 = 1.9161e-04
Validation prc-auc = 0.015072
Epoch 62
Loss = 4.4692e-01, PNorm = 60.7483, GNorm = 1.5646, lr_0 = 1.9296e-04
Validation prc-auc = 0.014864
Epoch 63
Loss = 4.5067e-01, PNorm = 60.7622, GNorm = 5.0406, lr_0 = 1.9430e-04
Validation prc-auc = 0.015600
Epoch 64
Loss = 4.2839e-01, PNorm = 60.7761, GNorm = 1.9655, lr_0 = 1.9565e-04
Validation prc-auc = 0.013106
Epoch 65
Loss = 4.2575e-01, PNorm = 60.7897, GNorm = 4.8446, lr_0 = 1.9700e-04
Validation prc-auc = 0.016185
Epoch 66
Loss = 4.9926e-01, PNorm = 60.8059, GNorm = 4.5218, lr_0 = 1.9834e-04
Validation prc-auc = 0.013331
Epoch 67
Loss = 4.7030e-01, PNorm = 60.8190, GNorm = 2.1352, lr_0 = 1.9969e-04
Validation prc-auc = 0.014821
Epoch 68
Loss = 4.6517e-01, PNorm = 60.8314, GNorm = 2.5197, lr_0 = 2.0103e-04
Validation prc-auc = 0.018122
Epoch 69
Loss = 4.4112e-01, PNorm = 60.8482, GNorm = 1.5391, lr_0 = 2.0238e-04
Loss = 4.7340e-01, PNorm = 60.8615, GNorm = 4.0937, lr_0 = 2.0372e-04
Validation prc-auc = 0.017149
Epoch 70
Loss = 4.6166e-01, PNorm = 60.8714, GNorm = 2.7668, lr_0 = 2.0507e-04
Validation prc-auc = 0.019252
Epoch 71
Loss = 4.2741e-01, PNorm = 60.8895, GNorm = 1.7395, lr_0 = 2.0641e-04
Validation prc-auc = 0.019016
Epoch 72
Loss = 4.9393e-01, PNorm = 60.9044, GNorm = 2.9432, lr_0 = 2.0776e-04
Validation prc-auc = 0.013219
Epoch 73
Loss = 4.1689e-01, PNorm = 60.9186, GNorm = 3.8897, lr_0 = 2.0910e-04
Validation prc-auc = 0.015469
Epoch 74
Loss = 4.2678e-01, PNorm = 60.9336, GNorm = 2.7473, lr_0 = 2.1045e-04
Validation prc-auc = 0.018119
Epoch 75
Loss = 3.8549e-01, PNorm = 60.9507, GNorm = 2.7891, lr_0 = 2.1179e-04
Validation prc-auc = 0.014191
Epoch 76
Loss = 3.9856e-01, PNorm = 60.9672, GNorm = 1.2902, lr_0 = 2.1314e-04
Validation prc-auc = 0.015022
Epoch 77
Loss = 4.4484e-01, PNorm = 60.9848, GNorm = 4.0852, lr_0 = 2.1448e-04
Validation prc-auc = 0.017801
Epoch 78
Loss = 3.0871e-01, PNorm = 61.0011, GNorm = 2.3752, lr_0 = 2.1583e-04
Validation prc-auc = 0.017487
Epoch 79
Loss = 4.9951e-01, PNorm = 61.0194, GNorm = 2.0109, lr_0 = 2.1717e-04
Loss = 3.7954e-01, PNorm = 61.0375, GNorm = 2.1156, lr_0 = 2.1852e-04
Validation prc-auc = 0.016222
Epoch 80
Loss = 3.9582e-01, PNorm = 61.0569, GNorm = 3.7743, lr_0 = 2.1987e-04
Validation prc-auc = 0.014706
Epoch 81
Loss = 4.3390e-01, PNorm = 61.0739, GNorm = 5.0891, lr_0 = 2.2121e-04
Validation prc-auc = 0.019540
Epoch 82
Loss = 4.4249e-01, PNorm = 61.0874, GNorm = 1.3119, lr_0 = 2.2256e-04
Validation prc-auc = 0.016030
Epoch 83
Loss = 4.4057e-01, PNorm = 61.1075, GNorm = 4.0390, lr_0 = 2.2390e-04
Validation prc-auc = 0.018506
Epoch 84
Loss = 3.9017e-01, PNorm = 61.1267, GNorm = 5.6474, lr_0 = 2.2525e-04
Validation prc-auc = 0.017927
Epoch 85
Loss = 3.6388e-01, PNorm = 61.1469, GNorm = 7.6102, lr_0 = 2.2659e-04
Validation prc-auc = 0.016252
Epoch 86
Loss = 3.7927e-01, PNorm = 61.1653, GNorm = 4.1998, lr_0 = 2.2794e-04
Validation prc-auc = 0.015507
Epoch 87
Loss = 4.1047e-01, PNorm = 61.1866, GNorm = 1.9116, lr_0 = 2.2928e-04
Validation prc-auc = 0.018850
Epoch 88
Loss = 3.7664e-01, PNorm = 61.2071, GNorm = 4.9440, lr_0 = 2.3063e-04
Validation prc-auc = 0.016693
Epoch 89
Loss = 3.4787e-01, PNorm = 61.2292, GNorm = 3.3635, lr_0 = 2.3197e-04
Loss = 3.5865e-01, PNorm = 61.2492, GNorm = 2.2149, lr_0 = 2.3332e-04
Validation prc-auc = 0.018892
Epoch 90
Loss = 3.6079e-01, PNorm = 61.2719, GNorm = 1.9790, lr_0 = 2.3466e-04
Validation prc-auc = 0.015528
Epoch 91
Loss = 3.5185e-01, PNorm = 61.2956, GNorm = 1.7662, lr_0 = 2.3601e-04
Validation prc-auc = 0.017331
Epoch 92
Loss = 4.6638e-01, PNorm = 61.3118, GNorm = 7.6961, lr_0 = 2.3735e-04
Validation prc-auc = 0.015716
Epoch 93
Loss = 3.6513e-01, PNorm = 61.3328, GNorm = 3.6454, lr_0 = 2.3870e-04
Validation prc-auc = 0.011601
Epoch 94
Loss = 3.7358e-01, PNorm = 61.3566, GNorm = 2.5140, lr_0 = 2.4004e-04
Validation prc-auc = 0.010929
Epoch 95
Loss = 3.8703e-01, PNorm = 61.3802, GNorm = 5.0221, lr_0 = 2.4139e-04
Validation prc-auc = 0.010341
Epoch 96
Loss = 5.0339e-01, PNorm = 61.3978, GNorm = 2.4309, lr_0 = 2.4274e-04
Validation prc-auc = 0.018772
Epoch 97
Loss = 3.4422e-01, PNorm = 61.4181, GNorm = 1.4614, lr_0 = 2.4408e-04
Validation prc-auc = 0.018619
Epoch 98
Loss = 3.4667e-01, PNorm = 61.4432, GNorm = 1.9256, lr_0 = 2.4543e-04
Validation prc-auc = 0.019488
Epoch 99
Loss = 3.1879e-01, PNorm = 61.4660, GNorm = 4.1443, lr_0 = 2.4677e-04
Loss = 3.8313e-01, PNorm = 61.4821, GNorm = 2.6847, lr_0 = 2.4812e-04
Validation prc-auc = 0.016436
Epoch 100
Loss = 3.2468e-01, PNorm = 61.5056, GNorm = 2.8600, lr_0 = 2.4946e-04
Validation prc-auc = 0.014273
Epoch 101
Loss = 3.6400e-01, PNorm = 61.5266, GNorm = 2.7481, lr_0 = 2.5081e-04
Validation prc-auc = 0.012812
Epoch 102
Loss = 3.0253e-01, PNorm = 61.5493, GNorm = 3.2953, lr_0 = 2.5215e-04
Validation prc-auc = 0.014212
Epoch 103
Loss = 3.3321e-01, PNorm = 61.5703, GNorm = 4.2892, lr_0 = 2.5350e-04
Validation prc-auc = 0.014006
Epoch 104
Loss = 3.0755e-01, PNorm = 61.5917, GNorm = 1.6707, lr_0 = 2.5484e-04
Validation prc-auc = 0.013131
Epoch 105
Loss = 3.1356e-01, PNorm = 61.6174, GNorm = 8.0070, lr_0 = 2.5619e-04
Validation prc-auc = 0.015061
Epoch 106
Loss = 2.7482e-01, PNorm = 61.6393, GNorm = 2.0647, lr_0 = 2.5753e-04
Validation prc-auc = 0.014063
Epoch 107
Loss = 2.6297e-01, PNorm = 61.6626, GNorm = 3.7234, lr_0 = 2.5888e-04
Validation prc-auc = 0.011806
Epoch 108
Loss = 4.3100e-01, PNorm = 61.6821, GNorm = 5.0613, lr_0 = 2.6022e-04
Validation prc-auc = 0.010510
Epoch 109
Loss = 4.9153e-01, PNorm = 61.7059, GNorm = 7.6936, lr_0 = 2.6157e-04
Loss = 3.1197e-01, PNorm = 61.7322, GNorm = 2.0048, lr_0 = 2.6291e-04
Validation prc-auc = 0.013803
Epoch 110
Loss = 3.4095e-01, PNorm = 61.7549, GNorm = 7.3241, lr_0 = 2.6426e-04
Validation prc-auc = 0.016213
Epoch 111
Loss = 2.8181e-01, PNorm = 61.7775, GNorm = 4.9194, lr_0 = 2.6561e-04
Validation prc-auc = 0.014869
Epoch 112
Loss = 2.7774e-01, PNorm = 61.8009, GNorm = 3.7429, lr_0 = 2.6695e-04
Validation prc-auc = 0.011801
Epoch 113
Loss = 4.2420e-01, PNorm = 61.8221, GNorm = 6.1328, lr_0 = 2.6830e-04
Validation prc-auc = 0.010270
Epoch 114
Loss = 4.1210e-01, PNorm = 61.8447, GNorm = 2.9522, lr_0 = 2.6964e-04
Validation prc-auc = 0.013411
Epoch 115
Loss = 3.1314e-01, PNorm = 61.8708, GNorm = 2.4007, lr_0 = 2.7099e-04
Validation prc-auc = 0.015241
Epoch 116
Loss = 2.5921e-01, PNorm = 61.8957, GNorm = 4.2829, lr_0 = 2.7233e-04
Validation prc-auc = 0.014377
Epoch 117
Loss = 2.5564e-01, PNorm = 61.9246, GNorm = 2.5001, lr_0 = 2.7368e-04
Validation prc-auc = 0.013605
Epoch 118
Loss = 2.2501e-01, PNorm = 61.9487, GNorm = 4.9991, lr_0 = 2.7502e-04
Validation prc-auc = 0.011337
Epoch 119
Loss = 2.3929e-01, PNorm = 61.9748, GNorm = 3.1682, lr_0 = 2.7637e-04
Loss = 3.4063e-01, PNorm = 61.9916, GNorm = 10.5348, lr_0 = 2.7771e-04
Validation prc-auc = 0.011369
Epoch 120
Loss = 3.1795e-01, PNorm = 62.0130, GNorm = 3.7478, lr_0 = 2.7906e-04
Validation prc-auc = 0.011489
Epoch 121
Loss = 3.0183e-01, PNorm = 62.0393, GNorm = 1.6414, lr_0 = 2.8040e-04
Validation prc-auc = 0.012593
Epoch 122
Loss = 2.9110e-01, PNorm = 62.0618, GNorm = 7.0659, lr_0 = 2.8175e-04
Validation prc-auc = 0.015709
Epoch 123
Loss = 2.4321e-01, PNorm = 62.0836, GNorm = 1.8322, lr_0 = 2.8309e-04
Validation prc-auc = 0.020221
Epoch 124
Loss = 2.3298e-01, PNorm = 62.1101, GNorm = 2.0541, lr_0 = 2.8444e-04
Validation prc-auc = 0.022972
Epoch 125
Loss = 2.9656e-01, PNorm = 62.1342, GNorm = 1.5580, lr_0 = 2.8578e-04
Validation prc-auc = 0.019571
Epoch 126
Loss = 2.6311e-01, PNorm = 62.1553, GNorm = 2.7707, lr_0 = 2.8713e-04
Validation prc-auc = 0.020920
Epoch 127
Loss = 2.5574e-01, PNorm = 62.1820, GNorm = 3.4248, lr_0 = 2.8848e-04
Validation prc-auc = 0.022086
Epoch 128
Loss = 3.2966e-01, PNorm = 62.2088, GNorm = 1.9824, lr_0 = 2.8982e-04
Validation prc-auc = 0.015771
Epoch 129
Loss = 2.9691e-01, PNorm = 62.2317, GNorm = 6.1396, lr_0 = 2.9117e-04
Loss = 2.6540e-01, PNorm = 62.2573, GNorm = 3.6941, lr_0 = 2.9251e-04
Validation prc-auc = 0.014301
Epoch 130
Loss = 2.5369e-01, PNorm = 62.2855, GNorm = 7.0930, lr_0 = 2.9386e-04
Validation prc-auc = 0.022649
Epoch 131
Loss = 2.4882e-01, PNorm = 62.3135, GNorm = 5.9879, lr_0 = 2.9520e-04
Validation prc-auc = 0.020249
Epoch 132
Loss = 2.2609e-01, PNorm = 62.3385, GNorm = 2.3210, lr_0 = 2.9655e-04
Validation prc-auc = 0.022082
Epoch 133
Loss = 2.2645e-01, PNorm = 62.3704, GNorm = 3.2374, lr_0 = 2.9789e-04
Validation prc-auc = 0.012728
Epoch 134
Loss = 2.2754e-01, PNorm = 62.3966, GNorm = 7.1971, lr_0 = 2.9924e-04
Validation prc-auc = 0.014231
Epoch 135
Loss = 2.8330e-01, PNorm = 62.4249, GNorm = 2.3038, lr_0 = 3.0058e-04
Validation prc-auc = 0.020294
Epoch 136
Loss = 2.8551e-01, PNorm = 62.4485, GNorm = 3.0062, lr_0 = 3.0193e-04
Validation prc-auc = 0.020091
Epoch 137
Loss = 3.6291e-01, PNorm = 62.4700, GNorm = 5.8886, lr_0 = 3.0327e-04
Validation prc-auc = 0.021938
Epoch 138
Loss = 2.4730e-01, PNorm = 62.4950, GNorm = 2.2649, lr_0 = 3.0462e-04
Validation prc-auc = 0.026207
Epoch 139
Loss = 1.6655e-01, PNorm = 62.5256, GNorm = 1.9624, lr_0 = 3.0596e-04
Loss = 1.9295e-01, PNorm = 62.5538, GNorm = 2.1815, lr_0 = 3.0731e-04
Validation prc-auc = 0.022773
Epoch 140
Loss = 2.4839e-01, PNorm = 62.5794, GNorm = 2.9867, lr_0 = 3.0865e-04
Validation prc-auc = 0.016915
Epoch 141
Loss = 1.9076e-01, PNorm = 62.6052, GNorm = 2.5026, lr_0 = 3.1000e-04
Validation prc-auc = 0.013808
Epoch 142
Loss = 2.4439e-01, PNorm = 62.6320, GNorm = 3.3604, lr_0 = 3.1135e-04
Validation prc-auc = 0.014663
Epoch 143
Loss = 2.2365e-01, PNorm = 62.6571, GNorm = 2.6849, lr_0 = 3.1269e-04
Validation prc-auc = 0.012930
Epoch 144
Loss = 1.8358e-01, PNorm = 62.6867, GNorm = 2.1078, lr_0 = 3.1404e-04
Validation prc-auc = 0.017030
Epoch 145
Loss = 1.7560e-01, PNorm = 62.7157, GNorm = 2.9110, lr_0 = 3.1538e-04
Validation prc-auc = 0.022914
Epoch 146
Loss = 1.8007e-01, PNorm = 62.7407, GNorm = 5.6864, lr_0 = 3.1673e-04
Validation prc-auc = 0.019543
Epoch 147
Loss = 3.2821e-01, PNorm = 62.7632, GNorm = 5.2321, lr_0 = 3.1807e-04
Validation prc-auc = 0.031577
Epoch 148
Loss = 2.2702e-01, PNorm = 62.7883, GNorm = 5.6599, lr_0 = 3.1942e-04
Validation prc-auc = 0.036508
Epoch 149
Loss = 1.8034e-01, PNorm = 62.8205, GNorm = 3.2800, lr_0 = 3.2076e-04
Loss = 1.7866e-01, PNorm = 62.8529, GNorm = 2.1281, lr_0 = 3.2211e-04
Validation prc-auc = 0.031504
Epoch 150
Loss = 2.0201e-01, PNorm = 62.8792, GNorm = 2.7505, lr_0 = 3.2345e-04
Validation prc-auc = 0.025124
Epoch 151
Loss = 2.0573e-01, PNorm = 62.9104, GNorm = 9.9529, lr_0 = 3.2480e-04
Validation prc-auc = 0.016536
Epoch 152
Loss = 2.2513e-01, PNorm = 62.9352, GNorm = 3.5194, lr_0 = 3.2614e-04
Validation prc-auc = 0.016691
Epoch 153
Loss = 2.2283e-01, PNorm = 62.9600, GNorm = 2.1387, lr_0 = 3.2749e-04
Validation prc-auc = 0.018507
Epoch 154
Loss = 1.8411e-01, PNorm = 62.9849, GNorm = 1.8117, lr_0 = 3.2883e-04
Validation prc-auc = 0.020048
Epoch 155
Loss = 2.2141e-01, PNorm = 63.0110, GNorm = 3.2870, lr_0 = 3.3018e-04
Validation prc-auc = 0.025418
Epoch 156
Loss = 2.2263e-01, PNorm = 63.0381, GNorm = 3.2102, lr_0 = 3.3152e-04
Validation prc-auc = 0.021772
Epoch 157
Loss = 2.4859e-01, PNorm = 63.0671, GNorm = 8.3508, lr_0 = 3.3287e-04
Validation prc-auc = 0.021269
Epoch 158
Loss = 1.9487e-01, PNorm = 63.0924, GNorm = 1.8002, lr_0 = 3.3422e-04
Validation prc-auc = 0.023802
Epoch 159
Loss = 1.9211e-01, PNorm = 63.1225, GNorm = 2.5365, lr_0 = 3.3556e-04
Loss = 2.0145e-01, PNorm = 63.1580, GNorm = 2.6919, lr_0 = 3.3691e-04
Validation prc-auc = 0.022545
Epoch 160
Loss = 1.7626e-01, PNorm = 63.1902, GNorm = 4.9086, lr_0 = 3.3825e-04
Validation prc-auc = 0.027455
Epoch 161
Loss = 1.8996e-01, PNorm = 63.2174, GNorm = 3.5763, lr_0 = 3.3960e-04
Validation prc-auc = 0.029530
Epoch 162
Loss = 1.9844e-01, PNorm = 63.2442, GNorm = 2.9424, lr_0 = 3.4094e-04
Validation prc-auc = 0.023868
Epoch 163
Loss = 1.9645e-01, PNorm = 63.2698, GNorm = 5.8938, lr_0 = 3.4229e-04
Validation prc-auc = 0.019899
Epoch 164
Loss = 1.3405e-01, PNorm = 63.2972, GNorm = 1.9671, lr_0 = 3.4363e-04
Validation prc-auc = 0.021192
Epoch 165
Loss = 2.0813e-01, PNorm = 63.3258, GNorm = 5.9038, lr_0 = 3.4498e-04
Validation prc-auc = 0.017983
Epoch 166
Loss = 1.6264e-01, PNorm = 63.3521, GNorm = 2.8167, lr_0 = 3.4632e-04
Validation prc-auc = 0.015256
Epoch 167
Loss = 2.0031e-01, PNorm = 63.3859, GNorm = 2.1195, lr_0 = 3.4767e-04
Validation prc-auc = 0.031381
Epoch 168
Loss = 2.2910e-01, PNorm = 63.4182, GNorm = 2.7742, lr_0 = 3.4901e-04
Validation prc-auc = 0.018658
Epoch 169
Loss = 1.6569e-01, PNorm = 63.4475, GNorm = 2.4893, lr_0 = 3.5036e-04
Loss = 1.9391e-01, PNorm = 63.4781, GNorm = 2.6535, lr_0 = 3.5170e-04
Validation prc-auc = 0.020595
Epoch 170
Loss = 1.5580e-01, PNorm = 63.5111, GNorm = 2.5748, lr_0 = 3.5305e-04
Validation prc-auc = 0.019999
Epoch 171
Loss = 2.9794e-01, PNorm = 63.5342, GNorm = 4.1781, lr_0 = 3.5439e-04
Validation prc-auc = 0.012895
Epoch 172
Loss = 2.2742e-01, PNorm = 63.5676, GNorm = 3.9392, lr_0 = 3.5574e-04
Validation prc-auc = 0.015394
Epoch 173
Loss = 1.9177e-01, PNorm = 63.6075, GNorm = 1.4359, lr_0 = 3.5709e-04
Validation prc-auc = 0.016917
Epoch 174
Loss = 2.3221e-01, PNorm = 63.6390, GNorm = 4.5372, lr_0 = 3.5843e-04
Validation prc-auc = 0.022806
Epoch 175
Loss = 1.2839e-01, PNorm = 63.6737, GNorm = 1.7600, lr_0 = 3.5978e-04
Validation prc-auc = 0.029169
Epoch 176
Loss = 1.6738e-01, PNorm = 63.7031, GNorm = 2.9689, lr_0 = 3.6112e-04
Validation prc-auc = 0.020221
Epoch 177
Loss = 1.7393e-01, PNorm = 63.7292, GNorm = 3.2024, lr_0 = 3.6247e-04
Validation prc-auc = 0.014238
Epoch 178
Loss = 1.8484e-01, PNorm = 63.7578, GNorm = 2.4411, lr_0 = 3.6381e-04
Validation prc-auc = 0.014293
Epoch 179
Loss = 1.4300e-01, PNorm = 63.7859, GNorm = 2.1449, lr_0 = 3.6516e-04
Loss = 1.4737e-01, PNorm = 63.8167, GNorm = 9.3101, lr_0 = 3.6650e-04
Validation prc-auc = 0.024187
Epoch 180
Loss = 2.0334e-01, PNorm = 63.8466, GNorm = 1.7426, lr_0 = 3.6785e-04
Validation prc-auc = 0.026472
Epoch 181
Loss = 1.6989e-01, PNorm = 63.8761, GNorm = 2.6465, lr_0 = 3.6919e-04
Validation prc-auc = 0.017223
Epoch 182
Loss = 1.8218e-01, PNorm = 63.9095, GNorm = 3.3488, lr_0 = 3.7054e-04
Validation prc-auc = 0.020762
Epoch 183
Loss = 1.7199e-01, PNorm = 63.9399, GNorm = 5.2008, lr_0 = 3.7188e-04
Validation prc-auc = 0.023740
Epoch 184
Loss = 1.9849e-01, PNorm = 63.9752, GNorm = 4.1718, lr_0 = 3.7323e-04
Validation prc-auc = 0.018100
Epoch 185
Loss = 2.3381e-01, PNorm = 64.0133, GNorm = 2.9155, lr_0 = 3.7457e-04
Validation prc-auc = 0.024316
Epoch 186
Loss = 1.6786e-01, PNorm = 64.0490, GNorm = 1.1430, lr_0 = 3.7592e-04
Validation prc-auc = 0.022542
Epoch 187
Loss = 1.6663e-01, PNorm = 64.0802, GNorm = 2.3625, lr_0 = 3.7726e-04
Validation prc-auc = 0.025038
Epoch 188
Loss = 1.1762e-01, PNorm = 64.1092, GNorm = 1.4372, lr_0 = 3.7861e-04
Validation prc-auc = 0.045922
Epoch 189
Loss = 2.8714e-01, PNorm = 64.1390, GNorm = 7.0011, lr_0 = 3.7996e-04
Loss = 1.3884e-01, PNorm = 64.1747, GNorm = 3.7182, lr_0 = 3.8130e-04
Validation prc-auc = 0.036250
Epoch 190
Loss = 1.3034e-01, PNorm = 64.2118, GNorm = 1.8838, lr_0 = 3.8265e-04
Validation prc-auc = 0.029671
Epoch 191
Loss = 1.3941e-01, PNorm = 64.2390, GNorm = 2.5487, lr_0 = 3.8399e-04
Validation prc-auc = 0.059172
Epoch 192
Loss = 1.4311e-01, PNorm = 64.2676, GNorm = 2.1875, lr_0 = 3.8534e-04
Validation prc-auc = 0.057496
Epoch 193
Loss = 1.3299e-01, PNorm = 64.2971, GNorm = 3.1687, lr_0 = 3.8668e-04
Validation prc-auc = 0.034222
Epoch 194
Loss = 1.9683e-01, PNorm = 64.3234, GNorm = 3.5520, lr_0 = 3.8803e-04
Validation prc-auc = 0.028181
Epoch 195
Loss = 1.5243e-01, PNorm = 64.3540, GNorm = 2.5103, lr_0 = 3.8937e-04
Validation prc-auc = 0.022978
Epoch 196
Loss = 1.5076e-01, PNorm = 64.3855, GNorm = 4.3082, lr_0 = 3.9072e-04
Validation prc-auc = 0.022198
Epoch 197
Loss = 1.3500e-01, PNorm = 64.4129, GNorm = 2.6034, lr_0 = 3.9206e-04
Validation prc-auc = 0.025351
Epoch 198
Loss = 1.0557e-01, PNorm = 64.4406, GNorm = 2.5350, lr_0 = 3.9341e-04
Validation prc-auc = 0.020814
Epoch 199
Loss = 2.0877e-01, PNorm = 64.4602, GNorm = 1.8634, lr_0 = 3.9475e-04
Loss = 1.4843e-01, PNorm = 64.4846, GNorm = 2.2357, lr_0 = 3.9610e-04
Validation prc-auc = 0.020572
Epoch 200
Loss = 1.5609e-01, PNorm = 64.5070, GNorm = 1.8598, lr_0 = 3.9744e-04
Validation prc-auc = 0.019777
Epoch 201
Loss = 1.6154e-01, PNorm = 64.5369, GNorm = 1.5259, lr_0 = 3.9879e-04
Validation prc-auc = 0.018600
Epoch 202
Loss = 1.5681e-01, PNorm = 64.5656, GNorm = 2.8268, lr_0 = 4.0013e-04
Validation prc-auc = 0.018226
Epoch 203
Loss = 1.2060e-01, PNorm = 64.5963, GNorm = 0.9144, lr_0 = 4.0148e-04
Validation prc-auc = 0.024060
Epoch 204
Loss = 1.2158e-01, PNorm = 64.6253, GNorm = 3.2497, lr_0 = 4.0283e-04
Validation prc-auc = 0.021243
Epoch 205
Loss = 9.9409e-02, PNorm = 64.6564, GNorm = 3.2946, lr_0 = 4.0417e-04
Validation prc-auc = 0.027554
Epoch 206
Loss = 1.0751e-01, PNorm = 64.6902, GNorm = 2.8654, lr_0 = 4.0552e-04
Validation prc-auc = 0.028489
Epoch 207
Loss = 7.2598e-02, PNorm = 64.7199, GNorm = 3.1772, lr_0 = 4.0686e-04
Validation prc-auc = 0.029533
Epoch 208
Loss = 3.8324e-01, PNorm = 64.7467, GNorm = 5.9020, lr_0 = 4.0821e-04
Validation prc-auc = 0.015711
Epoch 209
Loss = 1.7725e-01, PNorm = 64.7702, GNorm = 1.8484, lr_0 = 4.0955e-04
Loss = 1.6453e-01, PNorm = 64.7982, GNorm = 0.9572, lr_0 = 4.1090e-04
Validation prc-auc = 0.046828
Epoch 210
Loss = 1.2091e-01, PNorm = 64.8292, GNorm = 1.6971, lr_0 = 4.1224e-04
Validation prc-auc = 0.056400
Epoch 211
Loss = 1.3904e-01, PNorm = 64.8607, GNorm = 2.7266, lr_0 = 4.1359e-04
Validation prc-auc = 0.058070
Epoch 212
Loss = 1.0730e-01, PNorm = 64.8920, GNorm = 3.3827, lr_0 = 4.1493e-04
Validation prc-auc = 0.026750
Epoch 213
Loss = 1.1541e-01, PNorm = 64.9199, GNorm = 2.5762, lr_0 = 4.1628e-04
Validation prc-auc = 0.056694
Epoch 214
Loss = 1.5028e-01, PNorm = 64.9478, GNorm = 3.3716, lr_0 = 4.1762e-04
Validation prc-auc = 0.063006
Epoch 215
Loss = 1.4290e-01, PNorm = 64.9900, GNorm = 1.3962, lr_0 = 4.1897e-04
Validation prc-auc = 0.046040
Epoch 216
Loss = 1.3350e-01, PNorm = 65.0283, GNorm = 1.8888, lr_0 = 4.2031e-04
Validation prc-auc = 0.021799
Epoch 217
Loss = 9.8410e-02, PNorm = 65.0643, GNorm = 1.3209, lr_0 = 4.2166e-04
Validation prc-auc = 0.018255
Epoch 218
Loss = 1.1825e-01, PNorm = 65.0990, GNorm = 1.0110, lr_0 = 4.2300e-04
Validation prc-auc = 0.013336
Epoch 219
Loss = 2.0566e-01, PNorm = 65.1317, GNorm = 3.8940, lr_0 = 4.2435e-04
Loss = 1.0032e-01, PNorm = 65.1646, GNorm = 2.6033, lr_0 = 4.2570e-04
Validation prc-auc = 0.020513
Epoch 220
Loss = 1.6011e-01, PNorm = 65.1912, GNorm = 3.2733, lr_0 = 4.2704e-04
Validation prc-auc = 0.045234
Epoch 221
Loss = 1.1425e-01, PNorm = 65.2206, GNorm = 2.5171, lr_0 = 4.2839e-04
Validation prc-auc = 0.048640
Epoch 222
Loss = 1.3583e-01, PNorm = 65.2514, GNorm = 7.5486, lr_0 = 4.2973e-04
Validation prc-auc = 0.051010
Epoch 223
Loss = 1.5438e-01, PNorm = 65.2859, GNorm = 6.3769, lr_0 = 4.3108e-04
Validation prc-auc = 0.028773
Epoch 224
Loss = 9.9051e-02, PNorm = 65.3209, GNorm = 2.1036, lr_0 = 4.3242e-04
Validation prc-auc = 0.019310
Epoch 225
Loss = 2.0976e-01, PNorm = 65.3574, GNorm = 10.5535, lr_0 = 4.3377e-04
Validation prc-auc = 0.042481
Epoch 226
Loss = 1.1706e-01, PNorm = 65.3875, GNorm = 3.6879, lr_0 = 4.3511e-04
Validation prc-auc = 0.029519
Epoch 227
Loss = 7.7692e-02, PNorm = 65.4251, GNorm = 1.2110, lr_0 = 4.3646e-04
Validation prc-auc = 0.029110
Epoch 228
Loss = 9.2664e-02, PNorm = 65.4557, GNorm = 0.7974, lr_0 = 4.3780e-04
Validation prc-auc = 0.049360
Epoch 229
Loss = 1.3849e-01, PNorm = 65.4823, GNorm = 2.7796, lr_0 = 4.3915e-04
Loss = 1.2124e-01, PNorm = 65.5134, GNorm = 2.1546, lr_0 = 4.4049e-04
Validation prc-auc = 0.046933
Epoch 230
Loss = 1.1400e-01, PNorm = 65.5457, GNorm = 3.6202, lr_0 = 4.4184e-04
Validation prc-auc = 0.050139
Epoch 231
Loss = 1.0004e-01, PNorm = 65.5732, GNorm = 2.1338, lr_0 = 4.4318e-04
Validation prc-auc = 0.048481
Epoch 232
Loss = 9.4295e-02, PNorm = 65.6106, GNorm = 6.5929, lr_0 = 4.4453e-04
Validation prc-auc = 0.054248
Epoch 233
Loss = 1.2178e-01, PNorm = 65.6458, GNorm = 1.6273, lr_0 = 4.4587e-04
Validation prc-auc = 0.024854
Epoch 234
Loss = 1.1125e-01, PNorm = 65.6821, GNorm = 3.3313, lr_0 = 4.4722e-04
Validation prc-auc = 0.024612
Epoch 235
Loss = 5.8662e-02, PNorm = 65.7227, GNorm = 2.8041, lr_0 = 4.4857e-04
Validation prc-auc = 0.038376
Epoch 236
Loss = 2.3052e-01, PNorm = 65.7582, GNorm = 1.8550, lr_0 = 4.4991e-04
Validation prc-auc = 0.056014
Epoch 237
Loss = 1.3735e-01, PNorm = 65.7909, GNorm = 4.3397, lr_0 = 4.5126e-04
Validation prc-auc = 0.053123
Epoch 238
Loss = 9.4180e-02, PNorm = 65.8256, GNorm = 1.7520, lr_0 = 4.5260e-04
Validation prc-auc = 0.053469
Epoch 239
Loss = 1.1232e-01, PNorm = 65.8542, GNorm = 2.9378, lr_0 = 4.5395e-04
Loss = 1.1536e-01, PNorm = 65.8792, GNorm = 2.1317, lr_0 = 4.5529e-04
Validation prc-auc = 0.048157
Epoch 240
Loss = 6.7361e-02, PNorm = 65.9131, GNorm = 1.9266, lr_0 = 4.5664e-04
Validation prc-auc = 0.040703
Epoch 241
Loss = 1.4870e-01, PNorm = 65.9414, GNorm = 4.5646, lr_0 = 4.5798e-04
Validation prc-auc = 0.022563
Epoch 242
Loss = 1.4442e-01, PNorm = 65.9918, GNorm = 2.2558, lr_0 = 4.5933e-04
Validation prc-auc = 0.026696
Epoch 243
Loss = 1.0136e-01, PNorm = 66.0378, GNorm = 4.2834, lr_0 = 4.6067e-04
Validation prc-auc = 0.018786
Epoch 244
Loss = 1.1876e-01, PNorm = 66.0789, GNorm = 3.6450, lr_0 = 4.6202e-04
Validation prc-auc = 0.020731
Epoch 245
Loss = 1.4409e-01, PNorm = 66.1150, GNorm = 3.5661, lr_0 = 4.6336e-04
Validation prc-auc = 0.023621
Epoch 246
Loss = 1.4282e-01, PNorm = 66.1547, GNorm = 2.6318, lr_0 = 4.6471e-04
Validation prc-auc = 0.037364
Epoch 247
Loss = 8.3633e-02, PNorm = 66.1902, GNorm = 1.4159, lr_0 = 4.6605e-04
Validation prc-auc = 0.049781
Epoch 248
Loss = 1.2530e-01, PNorm = 66.2231, GNorm = 1.8876, lr_0 = 4.6740e-04
Validation prc-auc = 0.027601
Epoch 249
Loss = 1.4263e-01, PNorm = 66.2525, GNorm = 3.0233, lr_0 = 4.6874e-04
Loss = 1.2822e-01, PNorm = 66.2889, GNorm = 4.9957, lr_0 = 4.7009e-04
Validation prc-auc = 0.024389
Epoch 250
Loss = 9.0049e-02, PNorm = 66.3254, GNorm = 2.9972, lr_0 = 4.7143e-04
Validation prc-auc = 0.034844
Epoch 251
Loss = 8.8196e-02, PNorm = 66.3644, GNorm = 2.0652, lr_0 = 4.7278e-04
Validation prc-auc = 0.026165
Epoch 252
Loss = 9.2059e-02, PNorm = 66.4010, GNorm = 0.8372, lr_0 = 4.7413e-04
Validation prc-auc = 0.030913
Epoch 253
Loss = 1.1643e-01, PNorm = 66.4401, GNorm = 2.0377, lr_0 = 4.7547e-04
Validation prc-auc = 0.015787
Epoch 254
Loss = 1.4222e-01, PNorm = 66.4777, GNorm = 6.1170, lr_0 = 4.7682e-04
Validation prc-auc = 0.015507
Epoch 255
Loss = 1.2308e-01, PNorm = 66.5028, GNorm = 1.4263, lr_0 = 4.7816e-04
Validation prc-auc = 0.072096
Epoch 256
Loss = 9.1432e-02, PNorm = 66.5426, GNorm = 1.0564, lr_0 = 4.7951e-04
Validation prc-auc = 0.078157
Epoch 257
Loss = 1.2031e-01, PNorm = 66.5849, GNorm = 3.7098, lr_0 = 4.8085e-04
Validation prc-auc = 0.061053
Epoch 258
Loss = 8.3570e-02, PNorm = 66.6224, GNorm = 2.4899, lr_0 = 4.8220e-04
Validation prc-auc = 0.055501
Epoch 259
Loss = 1.0119e-01, PNorm = 66.6555, GNorm = 1.3999, lr_0 = 4.8354e-04
Loss = 9.1793e-02, PNorm = 66.6805, GNorm = 4.3423, lr_0 = 4.8489e-04
Validation prc-auc = 0.058678
Epoch 260
Loss = 1.0039e-01, PNorm = 66.6958, GNorm = 2.2404, lr_0 = 4.8623e-04
Validation prc-auc = 0.055817
Epoch 261
Loss = 6.5008e-02, PNorm = 66.7239, GNorm = 1.8609, lr_0 = 4.8758e-04
Validation prc-auc = 0.052153
Epoch 262
Loss = 1.0794e-01, PNorm = 66.7552, GNorm = 5.2722, lr_0 = 4.8892e-04
Validation prc-auc = 0.059750
Epoch 263
Loss = 1.3916e-01, PNorm = 66.7820, GNorm = 2.1692, lr_0 = 4.9027e-04
Validation prc-auc = 0.051068
Epoch 264
Loss = 7.4793e-02, PNorm = 66.8078, GNorm = 0.8928, lr_0 = 4.9161e-04
Validation prc-auc = 0.039401
Epoch 265
Loss = 8.9077e-02, PNorm = 66.8327, GNorm = 1.7489, lr_0 = 4.9296e-04
Validation prc-auc = 0.020596
Epoch 266
Loss = 1.6292e-01, PNorm = 66.8526, GNorm = 2.8243, lr_0 = 4.9430e-04
Validation prc-auc = 0.022167
Epoch 267
Loss = 3.8139e-02, PNorm = 66.8810, GNorm = 0.9933, lr_0 = 4.9565e-04
Validation prc-auc = 0.025004
Epoch 268
Loss = 8.7331e-02, PNorm = 66.9190, GNorm = 4.5996, lr_0 = 4.9700e-04
Validation prc-auc = 0.024099
Epoch 269
Loss = 1.0074e-01, PNorm = 66.9627, GNorm = 2.9081, lr_0 = 4.9834e-04
Loss = 1.2960e-01, PNorm = 67.0021, GNorm = 2.5813, lr_0 = 4.9969e-04
Validation prc-auc = 0.022539
Epoch 270
Loss = 1.0571e-01, PNorm = 67.0395, GNorm = 2.0099, lr_0 = 5.0103e-04
Validation prc-auc = 0.022585
Epoch 271
Loss = 1.1282e-01, PNorm = 67.0737, GNorm = 1.1564, lr_0 = 5.0238e-04
Validation prc-auc = 0.046667
Epoch 272
Loss = 1.1062e-01, PNorm = 67.1067, GNorm = 1.6282, lr_0 = 5.0372e-04
Validation prc-auc = 0.047387
Epoch 273
Loss = 7.3592e-02, PNorm = 67.1467, GNorm = 5.4791, lr_0 = 5.0507e-04
Validation prc-auc = 0.025826
Epoch 274
Loss = 9.3503e-02, PNorm = 67.1780, GNorm = 1.7574, lr_0 = 5.0641e-04
Validation prc-auc = 0.031740
Epoch 275
Loss = 6.0381e-02, PNorm = 67.2083, GNorm = 2.3363, lr_0 = 5.0776e-04
Validation prc-auc = 0.053010
Epoch 276
Loss = 1.3949e-01, PNorm = 67.2467, GNorm = 1.2133, lr_0 = 5.0910e-04
Validation prc-auc = 0.030738
Epoch 277
Loss = 2.0603e-01, PNorm = 67.2869, GNorm = 11.0651, lr_0 = 5.1045e-04
Validation prc-auc = 0.029988
Epoch 278
Loss = 4.7001e-02, PNorm = 67.3249, GNorm = 2.0109, lr_0 = 5.1179e-04
Validation prc-auc = 0.017677
Epoch 279
Loss = 1.0226e-01, PNorm = 67.3712, GNorm = 1.4312, lr_0 = 5.1314e-04
Loss = 9.5778e-02, PNorm = 67.4107, GNorm = 1.3854, lr_0 = 5.1448e-04
Validation prc-auc = 0.023493
Epoch 280
Loss = 1.0174e-01, PNorm = 67.4537, GNorm = 2.2603, lr_0 = 5.1583e-04
Validation prc-auc = 0.033917
Epoch 281
Loss = 1.7789e-01, PNorm = 67.4837, GNorm = 3.8662, lr_0 = 5.1717e-04
Validation prc-auc = 0.026409
Epoch 282
Loss = 1.1382e-01, PNorm = 67.5194, GNorm = 2.1777, lr_0 = 5.1852e-04
Validation prc-auc = 0.025326
Epoch 283
Loss = 9.7286e-02, PNorm = 67.5606, GNorm = 4.0945, lr_0 = 5.1987e-04
Validation prc-auc = 0.017484
Epoch 284
Loss = 1.3423e-01, PNorm = 67.6025, GNorm = 1.2847, lr_0 = 5.2121e-04
Validation prc-auc = 0.021354
Epoch 285
Loss = 1.6161e-01, PNorm = 67.6472, GNorm = 2.0570, lr_0 = 5.2256e-04
Validation prc-auc = 0.020797
Epoch 286
Loss = 8.0313e-02, PNorm = 67.6839, GNorm = 1.3569, lr_0 = 5.2390e-04
Validation prc-auc = 0.028095
Epoch 287
Loss = 7.0212e-02, PNorm = 67.7250, GNorm = 1.6739, lr_0 = 5.2525e-04
Validation prc-auc = 0.035462
Epoch 288
Loss = 1.7918e-01, PNorm = 67.7677, GNorm = 3.3444, lr_0 = 5.2659e-04
Validation prc-auc = 0.040372
Epoch 289
Loss = 1.2107e-01, PNorm = 67.8087, GNorm = 2.8127, lr_0 = 5.2794e-04
Loss = 1.6334e-01, PNorm = 67.8570, GNorm = 4.6615, lr_0 = 5.2928e-04
Validation prc-auc = 0.025316
Epoch 290
Loss = 9.8879e-02, PNorm = 67.8954, GNorm = 1.8390, lr_0 = 5.3063e-04
Validation prc-auc = 0.045519
Epoch 291
Loss = 1.0138e-01, PNorm = 67.9372, GNorm = 1.8134, lr_0 = 5.3197e-04
Validation prc-auc = 0.027030
Epoch 292
Loss = 8.3124e-02, PNorm = 67.9758, GNorm = 2.0860, lr_0 = 5.3332e-04
Validation prc-auc = 0.018942
Epoch 293
Loss = 1.0706e-01, PNorm = 68.0089, GNorm = 1.3266, lr_0 = 5.3466e-04
Validation prc-auc = 0.027946
Epoch 294
Loss = 8.6405e-02, PNorm = 68.0422, GNorm = 1.0689, lr_0 = 5.3601e-04
Validation prc-auc = 0.033404
Epoch 295
Loss = 7.1791e-02, PNorm = 68.0855, GNorm = 2.8382, lr_0 = 5.3735e-04
Validation prc-auc = 0.030226
Epoch 296
Loss = 1.0366e-01, PNorm = 68.1205, GNorm = 2.0891, lr_0 = 5.3870e-04
Validation prc-auc = 0.025623
Epoch 297
Loss = 4.6708e-02, PNorm = 68.1589, GNorm = 2.0894, lr_0 = 5.4004e-04
Validation prc-auc = 0.024508
Epoch 298
Loss = 9.3485e-02, PNorm = 68.2068, GNorm = 1.8570, lr_0 = 5.4139e-04
Validation prc-auc = 0.026540
Epoch 299
Loss = 1.4082e-01, PNorm = 68.2498, GNorm = 3.0919, lr_0 = 5.4274e-04
Loss = 9.1460e-02, PNorm = 68.2949, GNorm = 2.6364, lr_0 = 5.4408e-04
Validation prc-auc = 0.023654
Epoch 300
Loss = 8.8350e-02, PNorm = 68.3413, GNorm = 2.7252, lr_0 = 5.4543e-04
Validation prc-auc = 0.029618
Epoch 301
Loss = 1.1767e-01, PNorm = 68.3848, GNorm = 2.3267, lr_0 = 5.4677e-04
Validation prc-auc = 0.054091
Epoch 302
Loss = 1.1232e-01, PNorm = 68.4357, GNorm = 2.7939, lr_0 = 5.4812e-04
Validation prc-auc = 0.051690
Epoch 303
Loss = 9.1393e-02, PNorm = 68.4808, GNorm = 2.9656, lr_0 = 5.4946e-04
Validation prc-auc = 0.030211
Epoch 304
Loss = 1.2464e-01, PNorm = 68.5247, GNorm = 1.7483, lr_0 = 5.5081e-04
Validation prc-auc = 0.027181
Epoch 305
Loss = 7.5375e-02, PNorm = 68.5722, GNorm = 1.5886, lr_0 = 5.5215e-04
Validation prc-auc = 0.028673
Epoch 306
Loss = 9.4647e-02, PNorm = 68.6207, GNorm = 1.1232, lr_0 = 5.5350e-04
Validation prc-auc = 0.026385
Epoch 307
Loss = 6.8252e-02, PNorm = 68.6670, GNorm = 0.8996, lr_0 = 5.5484e-04
Validation prc-auc = 0.022782
Epoch 308
Loss = 7.9405e-02, PNorm = 68.7026, GNorm = 3.6155, lr_0 = 5.5619e-04
Validation prc-auc = 0.027609
Epoch 309
Loss = 9.5408e-02, PNorm = 68.7430, GNorm = 2.6579, lr_0 = 5.5753e-04
Loss = 9.1702e-02, PNorm = 68.7919, GNorm = 1.6590, lr_0 = 5.5888e-04
Validation prc-auc = 0.028446
Epoch 310
Loss = 8.5657e-02, PNorm = 68.8339, GNorm = 1.5980, lr_0 = 5.6022e-04
Validation prc-auc = 0.028947
Epoch 311
Loss = 9.1322e-02, PNorm = 68.8711, GNorm = 0.9994, lr_0 = 5.6157e-04
Validation prc-auc = 0.036165
Epoch 312
Loss = 9.9757e-02, PNorm = 68.8988, GNorm = 2.3056, lr_0 = 5.6291e-04
Validation prc-auc = 0.034500
Epoch 313
Loss = 6.9215e-02, PNorm = 68.9287, GNorm = 2.4924, lr_0 = 5.6426e-04
Validation prc-auc = 0.034634
Epoch 314
Loss = 1.1234e-01, PNorm = 68.9610, GNorm = 1.7070, lr_0 = 5.6561e-04
Validation prc-auc = 0.032732
Epoch 315
Loss = 1.0320e-01, PNorm = 68.9925, GNorm = 1.8737, lr_0 = 5.6695e-04
Validation prc-auc = 0.029638
Epoch 316
Loss = 1.2084e-01, PNorm = 69.0221, GNorm = 1.6411, lr_0 = 5.6830e-04
Validation prc-auc = 0.026118
Epoch 317
Loss = 4.3507e-02, PNorm = 69.0648, GNorm = 1.3128, lr_0 = 5.6964e-04
Validation prc-auc = 0.027311
Epoch 318
Loss = 4.0186e-02, PNorm = 69.1035, GNorm = 0.3273, lr_0 = 5.7099e-04
Validation prc-auc = 0.029528
Epoch 319
Loss = 3.4548e-02, PNorm = 69.1393, GNorm = 0.8611, lr_0 = 5.7233e-04
Loss = 1.1675e-01, PNorm = 69.1750, GNorm = 2.2844, lr_0 = 5.7368e-04
Validation prc-auc = 0.023927
Epoch 320
Loss = 1.4955e-01, PNorm = 69.2168, GNorm = 0.9050, lr_0 = 5.7502e-04
Validation prc-auc = 0.023873
Epoch 321
Loss = 1.0117e-01, PNorm = 69.2717, GNorm = 4.1440, lr_0 = 5.7637e-04
Validation prc-auc = 0.025693
Epoch 322
Loss = 8.7199e-02, PNorm = 69.3233, GNorm = 1.8189, lr_0 = 5.7771e-04
Validation prc-auc = 0.025194
Epoch 323
Loss = 8.2787e-02, PNorm = 69.3716, GNorm = 1.6401, lr_0 = 5.7906e-04
Validation prc-auc = 0.023262
Epoch 324
Loss = 7.3088e-02, PNorm = 69.4063, GNorm = 0.8482, lr_0 = 5.8040e-04
Validation prc-auc = 0.029516
Epoch 325
Loss = 1.4413e-01, PNorm = 69.4594, GNorm = 3.0361, lr_0 = 5.8175e-04
Validation prc-auc = 0.034135
Epoch 326
Loss = 9.6141e-02, PNorm = 69.5197, GNorm = 3.9793, lr_0 = 5.8309e-04
Validation prc-auc = 0.024503
Epoch 327
Loss = 7.9226e-02, PNorm = 69.5871, GNorm = 1.8865, lr_0 = 5.8444e-04
Validation prc-auc = 0.032950
Epoch 328
Loss = 4.9121e-02, PNorm = 69.6451, GNorm = 1.5178, lr_0 = 5.8578e-04
Validation prc-auc = 0.046024
Epoch 329
Loss = 1.7391e-01, PNorm = 69.6906, GNorm = 2.1521, lr_0 = 5.8713e-04
Loss = 4.9120e-02, PNorm = 69.7268, GNorm = 0.9695, lr_0 = 5.8848e-04
Validation prc-auc = 0.032057
Epoch 330
Loss = 7.5368e-02, PNorm = 69.7592, GNorm = 1.2398, lr_0 = 5.8982e-04
Validation prc-auc = 0.028866
Epoch 331
Loss = 8.7778e-02, PNorm = 69.7806, GNorm = 2.8767, lr_0 = 5.9117e-04
Validation prc-auc = 0.027165
Epoch 332
Loss = 7.3738e-02, PNorm = 69.8093, GNorm = 2.2354, lr_0 = 5.9251e-04
Validation prc-auc = 0.028899
Epoch 333
Loss = 6.2817e-02, PNorm = 69.8543, GNorm = 1.8666, lr_0 = 5.9386e-04
Validation prc-auc = 0.031859
Epoch 334
Loss = 5.6706e-02, PNorm = 69.8902, GNorm = 1.7003, lr_0 = 5.9520e-04
Validation prc-auc = 0.037042
Epoch 335
Loss = 7.0974e-02, PNorm = 69.9323, GNorm = 1.3576, lr_0 = 5.9655e-04
Validation prc-auc = 0.038722
Epoch 336
Loss = 9.6200e-02, PNorm = 69.9698, GNorm = 1.5791, lr_0 = 5.9789e-04
Validation prc-auc = 0.026280
Epoch 337
Loss = 7.4268e-02, PNorm = 70.0086, GNorm = 2.2187, lr_0 = 5.9924e-04
Validation prc-auc = 0.025894
Epoch 338
Loss = 4.9150e-02, PNorm = 70.0638, GNorm = 0.2292, lr_0 = 6.0058e-04
Validation prc-auc = 0.032967
Epoch 339
Loss = 9.0590e-02, PNorm = 70.1086, GNorm = 1.7102, lr_0 = 6.0193e-04
Loss = 5.7086e-02, PNorm = 70.1539, GNorm = 2.2044, lr_0 = 6.0327e-04
Validation prc-auc = 0.028644
Epoch 340
Loss = 8.8433e-02, PNorm = 70.1975, GNorm = 1.4253, lr_0 = 6.0462e-04
Validation prc-auc = 0.033970
Epoch 341
Loss = 5.4375e-02, PNorm = 70.2485, GNorm = 0.9985, lr_0 = 6.0596e-04
Validation prc-auc = 0.029726
Epoch 342
Loss = 6.7680e-02, PNorm = 70.3090, GNorm = 2.6709, lr_0 = 6.0731e-04
Validation prc-auc = 0.046862
Epoch 343
Loss = 1.0190e-01, PNorm = 70.3600, GNorm = 2.6582, lr_0 = 6.0865e-04
Validation prc-auc = 0.028155
Epoch 344
Loss = 1.5475e-01, PNorm = 70.4179, GNorm = 1.6769, lr_0 = 6.1000e-04
Validation prc-auc = 0.042051
Epoch 345
Loss = 1.4578e-01, PNorm = 70.4902, GNorm = 2.1514, lr_0 = 6.1135e-04
Validation prc-auc = 0.036954
Epoch 346
Loss = 8.6321e-02, PNorm = 70.5530, GNorm = 0.7654, lr_0 = 6.1269e-04
Validation prc-auc = 0.035675
Epoch 347
Loss = 9.7360e-02, PNorm = 70.6070, GNorm = 1.0309, lr_0 = 6.1404e-04
Validation prc-auc = 0.049401
Epoch 348
Loss = 9.4561e-02, PNorm = 70.6689, GNorm = 0.7276, lr_0 = 6.1538e-04
Validation prc-auc = 0.056586
Epoch 349
Loss = 5.9617e-02, PNorm = 70.7192, GNorm = 1.3353, lr_0 = 6.1673e-04
Loss = 3.7101e-02, PNorm = 70.7666, GNorm = 1.6015, lr_0 = 6.1807e-04
Validation prc-auc = 0.045359
Epoch 350
Loss = 7.4260e-02, PNorm = 70.8034, GNorm = 2.8261, lr_0 = 6.1942e-04
Validation prc-auc = 0.031114
Epoch 351
Loss = 9.4699e-02, PNorm = 70.8514, GNorm = 2.2606, lr_0 = 6.2076e-04
Validation prc-auc = 0.037823
Epoch 352
Loss = 7.3578e-02, PNorm = 70.8998, GNorm = 3.8607, lr_0 = 6.2211e-04
Validation prc-auc = 0.037484
Epoch 353
Loss = 6.7080e-02, PNorm = 70.9606, GNorm = 0.5584, lr_0 = 6.2345e-04
Validation prc-auc = 0.034538
Epoch 354
Loss = 9.3679e-02, PNorm = 71.0055, GNorm = 3.5833, lr_0 = 6.2480e-04
Validation prc-auc = 0.029820
Epoch 355
Loss = 7.1643e-02, PNorm = 71.0580, GNorm = 3.5792, lr_0 = 6.2614e-04
Validation prc-auc = 0.035400
Epoch 356
Loss = 1.1631e-01, PNorm = 71.1088, GNorm = 0.9654, lr_0 = 6.2749e-04
Validation prc-auc = 0.035214
Epoch 357
Loss = 1.1061e-01, PNorm = 71.1797, GNorm = 0.9988, lr_0 = 6.2883e-04
Validation prc-auc = 0.058267
Epoch 358
Loss = 7.2040e-02, PNorm = 71.2567, GNorm = 1.2907, lr_0 = 6.3018e-04
Validation prc-auc = 0.072263
Epoch 359
Loss = 3.8604e-02, PNorm = 71.3201, GNorm = 1.4129, lr_0 = 6.3152e-04
Loss = 7.0580e-02, PNorm = 71.3661, GNorm = 1.6546, lr_0 = 6.3287e-04
Validation prc-auc = 0.064646
Epoch 360
Loss = 6.0023e-02, PNorm = 71.4168, GNorm = 0.2445, lr_0 = 6.3422e-04
Validation prc-auc = 0.061317
Epoch 361
Loss = 8.1795e-02, PNorm = 71.4578, GNorm = 1.6972, lr_0 = 6.3556e-04
Validation prc-auc = 0.058552
Epoch 362
Loss = 6.8097e-02, PNorm = 71.5053, GNorm = 2.8592, lr_0 = 6.3691e-04
Validation prc-auc = 0.041418
Epoch 363
Loss = 8.3997e-02, PNorm = 71.5555, GNorm = 2.8118, lr_0 = 6.3825e-04
Validation prc-auc = 0.054977
Epoch 364
Loss = 7.4596e-02, PNorm = 71.5958, GNorm = 1.2827, lr_0 = 6.3960e-04
Validation prc-auc = 0.042752
Epoch 365
Loss = 7.9631e-02, PNorm = 71.6512, GNorm = 3.7777, lr_0 = 6.4094e-04
Validation prc-auc = 0.031628
Epoch 366
Loss = 1.2854e-01, PNorm = 71.7146, GNorm = 1.5753, lr_0 = 6.4229e-04
Validation prc-auc = 0.049563
Epoch 367
Loss = 5.0155e-02, PNorm = 71.7794, GNorm = 1.6277, lr_0 = 6.4363e-04
Validation prc-auc = 0.050333
Epoch 368
Loss = 8.8526e-02, PNorm = 71.8283, GNorm = 2.8713, lr_0 = 6.4498e-04
Validation prc-auc = 0.047870
Epoch 369
Loss = 3.7802e-02, PNorm = 71.8793, GNorm = 1.3084, lr_0 = 6.4632e-04
Loss = 5.5588e-02, PNorm = 71.9315, GNorm = 1.0939, lr_0 = 6.4767e-04
Validation prc-auc = 0.051291
Epoch 370
Loss = 5.7522e-02, PNorm = 71.9791, GNorm = 1.6699, lr_0 = 6.4901e-04
Validation prc-auc = 0.064661
Epoch 371
Loss = 8.6662e-02, PNorm = 72.0296, GNorm = 1.3621, lr_0 = 6.5036e-04
Validation prc-auc = 0.057817
Epoch 372
Loss = 9.7220e-02, PNorm = 72.0745, GNorm = 1.7816, lr_0 = 6.5170e-04
Validation prc-auc = 0.056822
Epoch 373
Loss = 1.3699e-01, PNorm = 72.1175, GNorm = 1.9518, lr_0 = 6.5305e-04
Validation prc-auc = 0.059544
Epoch 374
Loss = 1.1817e-01, PNorm = 72.1723, GNorm = 1.2521, lr_0 = 6.5439e-04
Validation prc-auc = 0.053469
Epoch 375
Loss = 1.3116e-01, PNorm = 72.2347, GNorm = 0.9648, lr_0 = 6.5574e-04
Validation prc-auc = 0.037033
Epoch 376
Loss = 9.4847e-02, PNorm = 72.3084, GNorm = 1.5290, lr_0 = 6.5709e-04
Validation prc-auc = 0.046141
Epoch 377
Loss = 7.7706e-02, PNorm = 72.3638, GNorm = 1.1556, lr_0 = 6.5843e-04
Validation prc-auc = 0.047095
Epoch 378
Loss = 6.5515e-02, PNorm = 72.4145, GNorm = 1.0738, lr_0 = 6.5978e-04
Validation prc-auc = 0.032965
Epoch 379
Loss = 6.4496e-02, PNorm = 72.4537, GNorm = 2.2519, lr_0 = 6.6112e-04
Loss = 3.7431e-02, PNorm = 72.5065, GNorm = 0.3817, lr_0 = 6.6247e-04
Validation prc-auc = 0.033492
Epoch 380
Loss = 8.5458e-02, PNorm = 72.5481, GNorm = 1.3301, lr_0 = 6.6381e-04
Validation prc-auc = 0.029631
Epoch 381
Loss = 9.2985e-02, PNorm = 72.5950, GNorm = 6.3412, lr_0 = 6.6516e-04
Validation prc-auc = 0.045050
Epoch 382
Loss = 1.3699e-01, PNorm = 72.6573, GNorm = 0.9618, lr_0 = 6.6650e-04
Validation prc-auc = 0.030588
Epoch 383
Loss = 1.7813e-01, PNorm = 72.7449, GNorm = 2.9804, lr_0 = 6.6785e-04
Validation prc-auc = 0.033562
Epoch 384
Loss = 1.1577e-01, PNorm = 72.8261, GNorm = 4.2842, lr_0 = 6.6919e-04
Validation prc-auc = 0.031591
Epoch 385
Loss = 3.7819e-02, PNorm = 72.8988, GNorm = 1.5145, lr_0 = 6.7054e-04
Validation prc-auc = 0.045435
Epoch 386
Loss = 8.1640e-02, PNorm = 72.9606, GNorm = 1.7743, lr_0 = 6.7188e-04
Validation prc-auc = 0.046536
Epoch 387
Loss = 8.6287e-02, PNorm = 73.0042, GNorm = 1.9734, lr_0 = 6.7323e-04
Validation prc-auc = 0.045190
Epoch 388
Loss = 2.8406e-02, PNorm = 73.0576, GNorm = 0.1984, lr_0 = 6.7457e-04
Validation prc-auc = 0.031506
Epoch 389
Loss = 1.7152e-01, PNorm = 73.1041, GNorm = 1.4313, lr_0 = 6.7592e-04
Loss = 6.7707e-02, PNorm = 73.1564, GNorm = 0.2045, lr_0 = 6.7726e-04
Validation prc-auc = 0.064602
Epoch 390
Loss = 1.0415e-01, PNorm = 73.2097, GNorm = 1.6089, lr_0 = 6.7861e-04
Validation prc-auc = 0.030966
Epoch 391
Loss = 7.5810e-02, PNorm = 73.2549, GNorm = 1.2730, lr_0 = 6.7996e-04
Validation prc-auc = 0.028722
Epoch 392
Loss = 8.3006e-02, PNorm = 73.3082, GNorm = 0.6307, lr_0 = 6.8130e-04
Validation prc-auc = 0.028885
Epoch 393
Loss = 6.2753e-02, PNorm = 73.3668, GNorm = 0.8607, lr_0 = 6.8265e-04
Validation prc-auc = 0.039676
Epoch 394
Loss = 2.7379e-02, PNorm = 73.4370, GNorm = 0.3127, lr_0 = 6.8399e-04
Validation prc-auc = 0.060008
Epoch 395
Loss = 5.2863e-02, PNorm = 73.4880, GNorm = 0.9734, lr_0 = 6.8534e-04
Validation prc-auc = 0.063234
Epoch 396
Loss = 2.4135e-02, PNorm = 73.5321, GNorm = 1.0903, lr_0 = 6.8668e-04
Validation prc-auc = 0.031431
Epoch 397
Loss = 8.8401e-02, PNorm = 73.5916, GNorm = 1.6557, lr_0 = 6.8803e-04
Validation prc-auc = 0.030025
Epoch 398
Loss = 1.1181e-01, PNorm = 73.6467, GNorm = 1.7543, lr_0 = 6.8937e-04
Validation prc-auc = 0.027561
Epoch 399
Loss = 9.4749e-02, PNorm = 73.7043, GNorm = 1.2782, lr_0 = 6.9072e-04
Loss = 1.1300e-01, PNorm = 73.7595, GNorm = 0.2052, lr_0 = 6.9206e-04
Validation prc-auc = 0.025455
Epoch 400
Loss = 6.4957e-02, PNorm = 73.8250, GNorm = 1.6855, lr_0 = 6.9341e-04
Validation prc-auc = 0.053755
Epoch 401
Loss = 7.5913e-02, PNorm = 73.8859, GNorm = 2.9839, lr_0 = 6.9475e-04
Validation prc-auc = 0.056806
Epoch 402
Loss = 5.9419e-02, PNorm = 73.9558, GNorm = 2.4064, lr_0 = 6.9610e-04
Validation prc-auc = 0.053843
Epoch 403
Loss = 4.2469e-02, PNorm = 74.0234, GNorm = 1.8190, lr_0 = 6.9744e-04
Validation prc-auc = 0.045308
Epoch 404
Loss = 7.3933e-02, PNorm = 74.0728, GNorm = 1.1889, lr_0 = 6.9879e-04
Validation prc-auc = 0.061555
Epoch 405
Loss = 9.0267e-02, PNorm = 74.1249, GNorm = 1.4470, lr_0 = 7.0013e-04
Validation prc-auc = 0.064170
Epoch 406
Loss = 5.3505e-02, PNorm = 74.1779, GNorm = 1.7776, lr_0 = 7.0148e-04
Validation prc-auc = 0.029652
Epoch 407
Loss = 6.3093e-02, PNorm = 74.2439, GNorm = 0.3586, lr_0 = 7.0283e-04
Validation prc-auc = 0.045437
Epoch 408
Loss = 1.3863e-01, PNorm = 74.3032, GNorm = 1.8484, lr_0 = 7.0417e-04
Validation prc-auc = 0.049594
Epoch 409
Loss = 7.1110e-03, PNorm = 74.3740, GNorm = 0.3106, lr_0 = 7.0552e-04
Loss = 1.4276e-01, PNorm = 74.4368, GNorm = 9.6709, lr_0 = 7.0686e-04
Validation prc-auc = 0.024424
Epoch 410
Loss = 9.6662e-02, PNorm = 74.5149, GNorm = 2.3200, lr_0 = 7.0821e-04
Validation prc-auc = 0.053135
Epoch 411
Loss = 8.0008e-02, PNorm = 74.6063, GNorm = 1.5924, lr_0 = 7.0955e-04
Validation prc-auc = 0.052383
Epoch 412
Loss = 9.9176e-02, PNorm = 74.6823, GNorm = 1.4856, lr_0 = 7.1090e-04
Validation prc-auc = 0.045620
Epoch 413
Loss = 5.9362e-02, PNorm = 74.7658, GNorm = 1.0198, lr_0 = 7.1224e-04
Validation prc-auc = 0.042517
Epoch 414
Loss = 8.2071e-02, PNorm = 74.8415, GNorm = 0.7560, lr_0 = 7.1359e-04
Validation prc-auc = 0.031458
Epoch 415
Loss = 8.1854e-02, PNorm = 74.9023, GNorm = 1.3245, lr_0 = 7.1493e-04
Validation prc-auc = 0.040249
Epoch 416
Loss = 7.8772e-02, PNorm = 74.9650, GNorm = 2.9610, lr_0 = 7.1628e-04
Validation prc-auc = 0.024977
Epoch 417
Loss = 9.6942e-02, PNorm = 75.0342, GNorm = 1.1986, lr_0 = 7.1762e-04
Validation prc-auc = 0.029334
Epoch 418
Loss = 3.0651e-02, PNorm = 75.1319, GNorm = 0.5824, lr_0 = 7.1897e-04
Validation prc-auc = 0.030565
Epoch 419
Loss = 1.0620e-01, PNorm = 75.2274, GNorm = 1.4076, lr_0 = 7.2031e-04
Loss = 8.2613e-02, PNorm = 75.3060, GNorm = 1.0622, lr_0 = 7.2166e-04
Validation prc-auc = 0.051996
Epoch 420
Loss = 7.9029e-02, PNorm = 75.3682, GNorm = 2.7379, lr_0 = 7.2300e-04
Validation prc-auc = 0.063332
Epoch 421
Loss = 5.9769e-02, PNorm = 75.4361, GNorm = 1.3014, lr_0 = 7.2435e-04
Validation prc-auc = 0.060984
Epoch 422
Loss = 7.0712e-02, PNorm = 75.5040, GNorm = 1.9187, lr_0 = 7.2570e-04
Validation prc-auc = 0.047225
Epoch 423
Loss = 1.1854e-01, PNorm = 75.5855, GNorm = 1.9043, lr_0 = 7.2704e-04
Validation prc-auc = 0.037204
Epoch 424
Loss = 8.0555e-02, PNorm = 75.6803, GNorm = 2.1535, lr_0 = 7.2839e-04
Validation prc-auc = 0.026419
Epoch 425
Loss = 4.7206e-02, PNorm = 75.7502, GNorm = 0.4130, lr_0 = 7.2973e-04
Validation prc-auc = 0.047035
Epoch 426
Loss = 1.3923e-01, PNorm = 75.7975, GNorm = 1.1090, lr_0 = 7.3108e-04
Validation prc-auc = 0.049875
Epoch 427
Loss = 1.1427e-01, PNorm = 75.8683, GNorm = 1.5810, lr_0 = 7.3242e-04
Validation prc-auc = 0.059427
Epoch 428
Loss = 1.3870e-01, PNorm = 75.9329, GNorm = 1.2560, lr_0 = 7.3377e-04
Validation prc-auc = 0.058231
Epoch 429
Loss = 9.0798e-03, PNorm = 76.0016, GNorm = 0.1722, lr_0 = 7.3511e-04
Loss = 7.2740e-02, PNorm = 76.0677, GNorm = 2.1676, lr_0 = 7.3646e-04
Validation prc-auc = 0.062525
Epoch 430
Loss = 4.6066e-02, PNorm = 76.1427, GNorm = 1.7627, lr_0 = 7.3780e-04
Validation prc-auc = 0.065763
Epoch 431
Loss = 9.6727e-02, PNorm = 76.2200, GNorm = 3.3188, lr_0 = 7.3915e-04
Validation prc-auc = 0.058407
Epoch 432
Loss = 9.8715e-02, PNorm = 76.2813, GNorm = 0.2234, lr_0 = 7.4049e-04
Validation prc-auc = 0.017367
Epoch 433
Loss = 1.0019e-01, PNorm = 76.3492, GNorm = 1.2894, lr_0 = 7.4184e-04
Validation prc-auc = 0.018140
Epoch 434
Loss = 1.0404e-01, PNorm = 76.4190, GNorm = 1.6017, lr_0 = 7.4318e-04
Validation prc-auc = 0.039843
Epoch 435
Loss = 1.0549e-01, PNorm = 76.4959, GNorm = 3.3534, lr_0 = 7.4453e-04
Validation prc-auc = 0.036191
Epoch 436
Loss = 8.0661e-02, PNorm = 76.5819, GNorm = 1.6443, lr_0 = 7.4587e-04
Validation prc-auc = 0.043218
Epoch 437
Loss = 3.8088e-02, PNorm = 76.6419, GNorm = 0.7045, lr_0 = 7.4722e-04
Validation prc-auc = 0.057480
Epoch 438
Loss = 5.1773e-02, PNorm = 76.7092, GNorm = 2.0636, lr_0 = 7.4857e-04
Validation prc-auc = 0.038132
Epoch 439
Loss = 7.9605e-03, PNorm = 76.7619, GNorm = 0.1714, lr_0 = 7.4991e-04
Loss = 1.3621e-01, PNorm = 76.8146, GNorm = 2.2257, lr_0 = 7.5126e-04
Validation prc-auc = 0.034443
Epoch 440
Loss = 6.8242e-02, PNorm = 76.8899, GNorm = 0.2603, lr_0 = 7.5260e-04
Validation prc-auc = 0.062289
Epoch 441
Loss = 7.6774e-02, PNorm = 76.9663, GNorm = 1.4547, lr_0 = 7.5395e-04
Validation prc-auc = 0.061564
Epoch 442
Loss = 6.5781e-02, PNorm = 77.0445, GNorm = 0.1253, lr_0 = 7.5529e-04
Validation prc-auc = 0.036847
Epoch 443
Loss = 4.8403e-02, PNorm = 77.1120, GNorm = 0.1160, lr_0 = 7.5664e-04
Validation prc-auc = 0.035046
Epoch 444
Loss = 5.5007e-02, PNorm = 77.1783, GNorm = 2.0890, lr_0 = 7.5798e-04
Validation prc-auc = 0.052477
Epoch 445
Loss = 4.9224e-02, PNorm = 77.2532, GNorm = 2.0905, lr_0 = 7.5933e-04
Validation prc-auc = 0.048967
Epoch 446
Loss = 7.5130e-02, PNorm = 77.3131, GNorm = 2.0647, lr_0 = 7.6067e-04
Validation prc-auc = 0.025814
Epoch 447
Loss = 1.0486e-01, PNorm = 77.3692, GNorm = 0.6929, lr_0 = 7.6202e-04
Validation prc-auc = 0.029133
Epoch 448
Loss = 6.4428e-02, PNorm = 77.4239, GNorm = 1.5398, lr_0 = 7.6336e-04
Validation prc-auc = 0.048017
Epoch 449
Loss = 3.1316e-01, PNorm = 77.4760, GNorm = 2.5893, lr_0 = 7.6471e-04
Loss = 6.8473e-02, PNorm = 77.5244, GNorm = 0.8756, lr_0 = 7.6605e-04
Validation prc-auc = 0.055379
Epoch 450
Loss = 6.3001e-02, PNorm = 77.5793, GNorm = 2.2238, lr_0 = 7.6740e-04
Validation prc-auc = 0.040502
Epoch 451
Loss = 3.4503e-02, PNorm = 77.6358, GNorm = 0.5037, lr_0 = 7.6874e-04
Validation prc-auc = 0.045533
Epoch 452
Loss = 8.7686e-02, PNorm = 77.6928, GNorm = 0.8525, lr_0 = 7.7009e-04
Validation prc-auc = 0.053695
Epoch 453
Loss = 5.0486e-02, PNorm = 77.7632, GNorm = 0.4601, lr_0 = 7.7143e-04
Validation prc-auc = 0.043875
Epoch 454
Loss = 4.8572e-02, PNorm = 77.8203, GNorm = 0.4861, lr_0 = 7.7278e-04
Validation prc-auc = 0.055778
Epoch 455
Loss = 4.6246e-02, PNorm = 77.8828, GNorm = 1.2145, lr_0 = 7.7413e-04
Validation prc-auc = 0.050815
Epoch 456
Loss = 4.8625e-02, PNorm = 77.9702, GNorm = 0.1249, lr_0 = 7.7547e-04
Validation prc-auc = 0.026373
Epoch 457
Loss = 4.7858e-02, PNorm = 78.0657, GNorm = 0.2361, lr_0 = 7.7682e-04
Validation prc-auc = 0.021667
Epoch 458
Loss = 1.2453e-01, PNorm = 78.1436, GNorm = 1.5057, lr_0 = 7.7816e-04
Validation prc-auc = 0.042777
Epoch 459
Loss = 2.4587e-02, PNorm = 78.2041, GNorm = 0.5895, lr_0 = 7.7951e-04
Loss = 6.9913e-02, PNorm = 78.2686, GNorm = 2.3162, lr_0 = 7.8085e-04
Validation prc-auc = 0.043370
Epoch 460
Loss = 9.5170e-02, PNorm = 78.3307, GNorm = 0.2184, lr_0 = 7.8220e-04
Validation prc-auc = 0.053263
Epoch 461
Loss = 3.9626e-02, PNorm = 78.4074, GNorm = 0.3554, lr_0 = 7.8354e-04
Validation prc-auc = 0.054617
Epoch 462
Loss = 6.9364e-02, PNorm = 78.4625, GNorm = 1.7545, lr_0 = 7.8489e-04
Validation prc-auc = 0.057716
Epoch 463
Loss = 4.9562e-02, PNorm = 78.5267, GNorm = 0.9726, lr_0 = 7.8623e-04
Validation prc-auc = 0.040509
Epoch 464
Loss = 5.6520e-02, PNorm = 78.5811, GNorm = 1.7816, lr_0 = 7.8758e-04
Validation prc-auc = 0.045628
Epoch 465
Loss = 3.2567e-02, PNorm = 78.6449, GNorm = 0.1047, lr_0 = 7.8892e-04
Validation prc-auc = 0.026777
Epoch 466
Loss = 4.0928e-02, PNorm = 78.7209, GNorm = 1.5385, lr_0 = 7.9027e-04
Validation prc-auc = 0.049183
Epoch 467
Loss = 1.2053e-01, PNorm = 78.7735, GNorm = 2.2377, lr_0 = 7.9161e-04
Validation prc-auc = 0.044035
Epoch 468
Loss = 1.6332e-02, PNorm = 78.8399, GNorm = 0.3135, lr_0 = 7.9296e-04
Validation prc-auc = 0.040129
Epoch 469
Loss = 1.5417e-01, PNorm = 78.9110, GNorm = 2.3128, lr_0 = 7.9430e-04
Loss = 9.9101e-02, PNorm = 78.9765, GNorm = 0.4770, lr_0 = 7.9565e-04
Validation prc-auc = 0.033430
Epoch 470
Loss = 6.1767e-02, PNorm = 79.0511, GNorm = 1.7443, lr_0 = 7.9700e-04
Validation prc-auc = 0.033375
Epoch 471
Loss = 7.7568e-02, PNorm = 79.1224, GNorm = 3.1373, lr_0 = 7.9834e-04
Validation prc-auc = 0.047710
Epoch 472
Loss = 8.8700e-02, PNorm = 79.2015, GNorm = 0.3061, lr_0 = 7.9969e-04
Validation prc-auc = 0.045382
Epoch 473
Loss = 3.1230e-02, PNorm = 79.2735, GNorm = 2.0613, lr_0 = 8.0103e-04
Validation prc-auc = 0.038840
Epoch 474
Loss = 4.7670e-02, PNorm = 79.3587, GNorm = 1.7285, lr_0 = 8.0238e-04
Validation prc-auc = 0.033071
Epoch 475
Loss = 1.5283e-02, PNorm = 79.4434, GNorm = 0.5347, lr_0 = 8.0372e-04
Validation prc-auc = 0.032509
Epoch 476
Loss = 1.0200e-01, PNorm = 79.5028, GNorm = 2.2869, lr_0 = 8.0507e-04
Validation prc-auc = 0.037496
Epoch 477
Loss = 5.8956e-02, PNorm = 79.5734, GNorm = 1.2664, lr_0 = 8.0641e-04
Validation prc-auc = 0.024125
Epoch 478
Loss = 1.0652e-01, PNorm = 79.6584, GNorm = 2.4111, lr_0 = 8.0776e-04
Validation prc-auc = 0.048103
Epoch 479
Loss = 1.1751e-01, PNorm = 79.7358, GNorm = 1.1277, lr_0 = 8.0910e-04
Loss = 8.6494e-02, PNorm = 79.8196, GNorm = 1.0287, lr_0 = 8.1045e-04
Validation prc-auc = 0.052276
Epoch 480
Loss = 8.1520e-02, PNorm = 79.9073, GNorm = 1.9821, lr_0 = 8.1179e-04
Validation prc-auc = 0.037057
Epoch 481
Loss = 7.1197e-02, PNorm = 79.9935, GNorm = 1.0812, lr_0 = 8.1314e-04
Validation prc-auc = 0.056479
Epoch 482
Loss = 4.6133e-02, PNorm = 80.0778, GNorm = 0.1703, lr_0 = 8.1448e-04
Validation prc-auc = 0.035600
Epoch 483
Loss = 4.9531e-02, PNorm = 80.1563, GNorm = 2.5586, lr_0 = 8.1583e-04
Validation prc-auc = 0.037819
Epoch 484
Loss = 1.3904e-01, PNorm = 80.2205, GNorm = 1.2538, lr_0 = 8.1717e-04
Validation prc-auc = 0.023865
Epoch 485
Loss = 5.4546e-02, PNorm = 80.3077, GNorm = 1.0374, lr_0 = 8.1852e-04
Validation prc-auc = 0.027564
Epoch 486
Loss = 7.3050e-02, PNorm = 80.4079, GNorm = 0.6824, lr_0 = 8.1987e-04
Validation prc-auc = 0.058123
Epoch 487
Loss = 5.5807e-02, PNorm = 80.5062, GNorm = 0.8041, lr_0 = 8.2121e-04
Validation prc-auc = 0.050048
Epoch 488
Loss = 1.1053e-01, PNorm = 80.5771, GNorm = 1.2923, lr_0 = 8.2256e-04
Validation prc-auc = 0.028445
Epoch 489
Loss = 1.6357e-01, PNorm = 80.6439, GNorm = 1.7463, lr_0 = 8.2390e-04
Loss = 7.0488e-02, PNorm = 80.7285, GNorm = 2.2934, lr_0 = 8.2525e-04
Validation prc-auc = 0.033646
Epoch 490
Loss = 7.8364e-02, PNorm = 80.8269, GNorm = 2.6917, lr_0 = 8.2659e-04
Validation prc-auc = 0.063276
Epoch 491
Loss = 7.7797e-02, PNorm = 80.9348, GNorm = 0.6462, lr_0 = 8.2794e-04
Validation prc-auc = 0.044249
Epoch 492
Loss = 6.0462e-02, PNorm = 81.0231, GNorm = 1.9147, lr_0 = 8.2928e-04
Validation prc-auc = 0.033214
Epoch 493
Loss = 6.8499e-02, PNorm = 81.1092, GNorm = 0.4365, lr_0 = 8.3063e-04
Validation prc-auc = 0.053376
Epoch 494
Loss = 2.6975e-02, PNorm = 81.1809, GNorm = 1.4439, lr_0 = 8.3197e-04
Validation prc-auc = 0.067206
Epoch 495
Loss = 2.6936e-02, PNorm = 81.2588, GNorm = 0.2276, lr_0 = 8.3332e-04
Validation prc-auc = 0.065808
Epoch 496
Loss = 1.5587e-02, PNorm = 81.3573, GNorm = 0.2035, lr_0 = 8.3466e-04
Validation prc-auc = 0.035084
Epoch 497
Loss = 1.3114e-01, PNorm = 81.4355, GNorm = 2.5808, lr_0 = 8.3601e-04
Validation prc-auc = 0.028957
Epoch 498
Loss = 1.7187e-02, PNorm = 81.5001, GNorm = 0.1868, lr_0 = 8.3735e-04
Validation prc-auc = 0.054331
Epoch 499
Loss = 4.0414e-02, PNorm = 81.5790, GNorm = 0.8557, lr_0 = 8.3870e-04
Loss = 7.4049e-02, PNorm = 81.6490, GNorm = 1.7007, lr_0 = 8.4004e-04
Validation prc-auc = 0.064842
Epoch 500
Loss = 5.5981e-02, PNorm = 81.7202, GNorm = 1.8039, lr_0 = 8.4139e-04
Validation prc-auc = 0.071884
Epoch 501
Loss = 2.8954e-02, PNorm = 81.7970, GNorm = 0.4947, lr_0 = 8.4274e-04
Validation prc-auc = 0.061457
Epoch 502
Loss = 5.9197e-02, PNorm = 81.8691, GNorm = 2.6220, lr_0 = 8.4408e-04
Validation prc-auc = 0.048184
Epoch 503
Loss = 7.3593e-02, PNorm = 81.9315, GNorm = 2.0047, lr_0 = 8.4543e-04
Validation prc-auc = 0.062591
Epoch 504
Loss = 4.1550e-02, PNorm = 82.0077, GNorm = 1.1906, lr_0 = 8.4677e-04
Validation prc-auc = 0.062106
Epoch 505
Loss = 4.6886e-02, PNorm = 82.0897, GNorm = 1.4460, lr_0 = 8.4812e-04
Validation prc-auc = 0.070328
Epoch 506
Loss = 7.5620e-02, PNorm = 82.1658, GNorm = 1.0148, lr_0 = 8.4946e-04
Validation prc-auc = 0.064228
Epoch 507
Loss = 7.6393e-02, PNorm = 82.2349, GNorm = 2.2453, lr_0 = 8.5081e-04
Validation prc-auc = 0.044052
Epoch 508
Loss = 3.6914e-02, PNorm = 82.3351, GNorm = 0.9402, lr_0 = 8.5215e-04
Validation prc-auc = 0.038547
Epoch 509
Loss = 1.9203e-02, PNorm = 82.4461, GNorm = 0.5094, lr_0 = 8.5350e-04
Loss = 7.1105e-02, PNorm = 82.5488, GNorm = 3.0287, lr_0 = 8.5484e-04
Validation prc-auc = 0.046302
Epoch 510
Loss = 5.6183e-02, PNorm = 82.6381, GNorm = 3.7546, lr_0 = 8.5619e-04
Validation prc-auc = 0.053598
Epoch 511
Loss = 6.4565e-02, PNorm = 82.7279, GNorm = 1.9561, lr_0 = 8.5753e-04
Validation prc-auc = 0.039056
Epoch 512
Loss = 6.7677e-02, PNorm = 82.8423, GNorm = 0.1617, lr_0 = 8.5888e-04
Validation prc-auc = 0.065169
Epoch 513
Loss = 8.0855e-02, PNorm = 82.9481, GNorm = 1.8811, lr_0 = 8.6022e-04
Validation prc-auc = 0.052284
Epoch 514
Loss = 6.3007e-02, PNorm = 83.0338, GNorm = 3.3187, lr_0 = 8.6157e-04
Validation prc-auc = 0.070685
Epoch 515
Loss = 6.6022e-02, PNorm = 83.1194, GNorm = 0.7506, lr_0 = 8.6291e-04
Validation prc-auc = 0.067321
Epoch 516
Loss = 4.8651e-02, PNorm = 83.2085, GNorm = 0.2711, lr_0 = 8.6426e-04
Validation prc-auc = 0.032257
Epoch 517
Loss = 5.4105e-02, PNorm = 83.2966, GNorm = 1.2145, lr_0 = 8.6561e-04
Validation prc-auc = 0.032844
Epoch 518
Loss = 1.0576e-01, PNorm = 83.4058, GNorm = 0.9699, lr_0 = 8.6695e-04
Validation prc-auc = 0.045202
Epoch 519
Loss = 1.4762e-02, PNorm = 83.5487, GNorm = 0.2501, lr_0 = 8.6830e-04
Loss = 8.1062e-02, PNorm = 83.6839, GNorm = 2.0894, lr_0 = 8.6964e-04
Validation prc-auc = 0.051416
Epoch 520
Loss = 4.2947e-02, PNorm = 83.7864, GNorm = 0.2409, lr_0 = 8.7099e-04
Validation prc-auc = 0.055077
Epoch 521
Loss = 2.6776e-02, PNorm = 83.8598, GNorm = 0.3578, lr_0 = 8.7233e-04
Validation prc-auc = 0.040371
Epoch 522
Loss = 6.6386e-02, PNorm = 83.9122, GNorm = 2.0996, lr_0 = 8.7368e-04
Validation prc-auc = 0.019169
Epoch 523
Loss = 6.5694e-02, PNorm = 83.9914, GNorm = 2.7846, lr_0 = 8.7502e-04
Validation prc-auc = 0.032436
Epoch 524
Loss = 1.4083e-01, PNorm = 84.1030, GNorm = 4.0079, lr_0 = 8.7637e-04
Validation prc-auc = 0.073883
Epoch 525
Loss = 4.9606e-02, PNorm = 84.2341, GNorm = 1.1309, lr_0 = 8.7771e-04
Validation prc-auc = 0.069049
Epoch 526
Loss = 7.8530e-02, PNorm = 84.3478, GNorm = 1.4379, lr_0 = 8.7906e-04
Validation prc-auc = 0.055898
Epoch 527
Loss = 4.5322e-02, PNorm = 84.4453, GNorm = 0.5029, lr_0 = 8.8040e-04
Validation prc-auc = 0.061729
Epoch 528
Loss = 9.7519e-02, PNorm = 84.5310, GNorm = 0.5519, lr_0 = 8.8175e-04
Validation prc-auc = 0.057226
Epoch 529
Loss = 3.2859e-02, PNorm = 84.6023, GNorm = 1.3387, lr_0 = 8.8309e-04
Loss = 5.1182e-02, PNorm = 84.6692, GNorm = 1.0278, lr_0 = 8.8444e-04
Validation prc-auc = 0.066161
Epoch 530
Loss = 7.4431e-02, PNorm = 84.7485, GNorm = 2.5050, lr_0 = 8.8578e-04
Validation prc-auc = 0.065333
Epoch 531
Loss = 7.5621e-02, PNorm = 84.8266, GNorm = 1.1448, lr_0 = 8.8713e-04
Validation prc-auc = 0.040414
Epoch 532
Loss = 6.0631e-02, PNorm = 84.9144, GNorm = 0.7787, lr_0 = 8.8848e-04
Validation prc-auc = 0.083204
Epoch 533
Loss = 8.0232e-02, PNorm = 85.0113, GNorm = 1.5071, lr_0 = 8.8982e-04
Validation prc-auc = 0.082567
Epoch 534
Loss = 1.0624e-01, PNorm = 85.1151, GNorm = 2.5049, lr_0 = 8.9117e-04
Validation prc-auc = 0.034197
Epoch 535
Loss = 6.5592e-02, PNorm = 85.1981, GNorm = 0.5071, lr_0 = 8.9251e-04
Validation prc-auc = 0.031035
Epoch 536
Loss = 5.0607e-02, PNorm = 85.2673, GNorm = 1.1890, lr_0 = 8.9386e-04
Validation prc-auc = 0.030102
Epoch 537
Loss = 8.2241e-02, PNorm = 85.3541, GNorm = 0.1383, lr_0 = 8.9520e-04
Validation prc-auc = 0.032934
Epoch 538
Loss = 5.8665e-02, PNorm = 85.4414, GNorm = 1.5059, lr_0 = 8.9655e-04
Validation prc-auc = 0.030154
Epoch 539
Loss = 1.3677e-02, PNorm = 85.5177, GNorm = 0.5567, lr_0 = 8.9789e-04
Loss = 4.7858e-02, PNorm = 85.6063, GNorm = 3.1015, lr_0 = 8.9924e-04
Validation prc-auc = 0.031499
Epoch 540
Loss = 3.5715e-02, PNorm = 85.6948, GNorm = 1.4748, lr_0 = 9.0058e-04
Validation prc-auc = 0.038152
Epoch 541
Loss = 6.4603e-02, PNorm = 85.7915, GNorm = 2.9929, lr_0 = 9.0193e-04
Validation prc-auc = 0.061872
Epoch 542
Loss = 1.0176e-01, PNorm = 85.9317, GNorm = 2.1673, lr_0 = 9.0327e-04
Validation prc-auc = 0.053073
Epoch 543
Loss = 5.6384e-02, PNorm = 86.0636, GNorm = 1.1308, lr_0 = 9.0462e-04
Validation prc-auc = 0.024389
Epoch 544
Loss = 7.7665e-02, PNorm = 86.1914, GNorm = 0.8854, lr_0 = 9.0596e-04
Validation prc-auc = 0.066360
Epoch 545
Loss = 7.0111e-02, PNorm = 86.2997, GNorm = 1.0295, lr_0 = 9.0731e-04
Validation prc-auc = 0.055029
Epoch 546
Loss = 6.4237e-02, PNorm = 86.3963, GNorm = 0.4791, lr_0 = 9.0865e-04
Validation prc-auc = 0.066266
Epoch 547
Loss = 5.8475e-02, PNorm = 86.4842, GNorm = 1.8356, lr_0 = 9.1000e-04
Validation prc-auc = 0.063664
Epoch 548
Loss = 1.0639e-01, PNorm = 86.5585, GNorm = 2.3556, lr_0 = 9.1135e-04
Validation prc-auc = 0.042582
Epoch 549
Loss = 1.3379e-02, PNorm = 86.6387, GNorm = 0.3323, lr_0 = 9.1269e-04
Loss = 4.3039e-02, PNorm = 86.7172, GNorm = 1.2230, lr_0 = 9.1404e-04
Validation prc-auc = 0.041193
Epoch 550
Loss = 5.5401e-02, PNorm = 86.7769, GNorm = 1.0018, lr_0 = 9.1538e-04
Validation prc-auc = 0.061515
Epoch 551
Loss = 4.7174e-02, PNorm = 86.8466, GNorm = 1.3477, lr_0 = 9.1673e-04
Validation prc-auc = 0.067248
Epoch 552
Loss = 3.1753e-02, PNorm = 86.9344, GNorm = 1.9248, lr_0 = 9.1807e-04
Validation prc-auc = 0.049525
Epoch 553
Loss = 4.0970e-02, PNorm = 87.0224, GNorm = 1.7865, lr_0 = 9.1942e-04
Validation prc-auc = 0.037965
Epoch 554
Loss = 4.7171e-02, PNorm = 87.0854, GNorm = 1.7287, lr_0 = 9.2076e-04
Validation prc-auc = 0.046841
Epoch 555
Loss = 8.3996e-02, PNorm = 87.1344, GNorm = 2.6432, lr_0 = 9.2211e-04
Validation prc-auc = 0.067813
Epoch 556
Loss = 4.0022e-02, PNorm = 87.2164, GNorm = 1.1733, lr_0 = 9.2345e-04
Validation prc-auc = 0.076285
Epoch 557
Loss = 7.5879e-02, PNorm = 87.3068, GNorm = 1.4352, lr_0 = 9.2480e-04
Validation prc-auc = 0.063164
Epoch 558
Loss = 2.8704e-02, PNorm = 87.3931, GNorm = 0.1176, lr_0 = 9.2614e-04
Validation prc-auc = 0.055135
Epoch 559
Loss = 3.3264e-02, PNorm = 87.4688, GNorm = 1.4396, lr_0 = 9.2749e-04
Loss = 3.5541e-02, PNorm = 87.5550, GNorm = 0.2572, lr_0 = 9.2883e-04
Validation prc-auc = 0.032956
Epoch 560
Loss = 5.7102e-02, PNorm = 87.6577, GNorm = 0.8780, lr_0 = 9.3018e-04
Validation prc-auc = 0.049959
Epoch 561
Loss = 4.6586e-02, PNorm = 87.7768, GNorm = 4.0991, lr_0 = 9.3152e-04
Validation prc-auc = 0.061632
Epoch 562
Loss = 7.9322e-02, PNorm = 87.9247, GNorm = 3.1263, lr_0 = 9.3287e-04
Validation prc-auc = 0.055338
Epoch 563
Loss = 7.2601e-02, PNorm = 88.0899, GNorm = 1.6581, lr_0 = 9.3422e-04
Validation prc-auc = 0.038611
Epoch 564
Loss = 6.5774e-02, PNorm = 88.2021, GNorm = 0.2807, lr_0 = 9.3556e-04
Validation prc-auc = 0.051949
Epoch 565
Loss = 6.5060e-02, PNorm = 88.3233, GNorm = 0.3713, lr_0 = 9.3691e-04
Validation prc-auc = 0.052997
Epoch 566
Loss = 3.0032e-02, PNorm = 88.4474, GNorm = 0.9555, lr_0 = 9.3825e-04
Validation prc-auc = 0.062841
Epoch 567
Loss = 1.6390e-01, PNorm = 88.5450, GNorm = 0.1580, lr_0 = 9.3960e-04
Validation prc-auc = 0.059265
Epoch 568
Loss = 3.4225e-02, PNorm = 88.6188, GNorm = 0.5328, lr_0 = 9.4094e-04
Validation prc-auc = 0.033105
Epoch 569
Loss = 7.1751e-02, PNorm = 88.7051, GNorm = 2.2719, lr_0 = 9.4229e-04
Loss = 7.9553e-02, PNorm = 88.8107, GNorm = 1.0105, lr_0 = 9.4363e-04
Validation prc-auc = 0.039317
Epoch 570
Loss = 9.2344e-02, PNorm = 88.9390, GNorm = 2.6311, lr_0 = 9.4498e-04
Validation prc-auc = 0.033950
Epoch 571
Loss = 5.0937e-02, PNorm = 89.0481, GNorm = 0.9117, lr_0 = 9.4632e-04
Validation prc-auc = 0.043853
Epoch 572
Loss = 1.3964e-01, PNorm = 89.1397, GNorm = 1.3098, lr_0 = 9.4767e-04
Validation prc-auc = 0.028621
Epoch 573
Loss = 7.8706e-02, PNorm = 89.2427, GNorm = 0.9290, lr_0 = 9.4901e-04
Validation prc-auc = 0.032421
Epoch 574
Loss = 6.5606e-02, PNorm = 89.3494, GNorm = 0.1118, lr_0 = 9.5036e-04
Validation prc-auc = 0.058966
Epoch 575
Loss = 2.4595e-02, PNorm = 89.4365, GNorm = 0.1355, lr_0 = 9.5170e-04
Validation prc-auc = 0.062243
Epoch 576
Loss = 7.2384e-02, PNorm = 89.5064, GNorm = 2.1788, lr_0 = 9.5305e-04
Validation prc-auc = 0.071061
Epoch 577
Loss = 6.4003e-02, PNorm = 89.5725, GNorm = 0.0488, lr_0 = 9.5439e-04
Validation prc-auc = 0.040283
Epoch 578
Loss = 1.6778e-01, PNorm = 89.6723, GNorm = 1.8443, lr_0 = 9.5574e-04
Validation prc-auc = 0.027002
Epoch 579
Loss = 1.9989e-02, PNorm = 89.7895, GNorm = 0.4098, lr_0 = 9.5709e-04
Loss = 4.8737e-02, PNorm = 89.8906, GNorm = 0.6726, lr_0 = 9.5843e-04
Validation prc-auc = 0.060725
Epoch 580
Loss = 9.5605e-02, PNorm = 89.9663, GNorm = 0.2067, lr_0 = 9.5978e-04
Validation prc-auc = 0.083287
Epoch 581
Loss = 3.9224e-02, PNorm = 90.0562, GNorm = 1.6203, lr_0 = 9.6112e-04
Validation prc-auc = 0.084258
Epoch 582
Loss = 4.0497e-02, PNorm = 90.1194, GNorm = 2.8382, lr_0 = 9.6247e-04
Validation prc-auc = 0.047304
Epoch 583
Loss = 9.0869e-02, PNorm = 90.1950, GNorm = 1.2157, lr_0 = 9.6381e-04
Validation prc-auc = 0.055460
Epoch 584
Loss = 5.9419e-02, PNorm = 90.2827, GNorm = 2.3597, lr_0 = 9.6516e-04
Validation prc-auc = 0.045674
Epoch 585
Loss = 1.1130e-01, PNorm = 90.3604, GNorm = 2.4329, lr_0 = 9.6650e-04
Validation prc-auc = 0.034862
Epoch 586
Loss = 1.0196e-01, PNorm = 90.4916, GNorm = 1.2358, lr_0 = 9.6785e-04
Validation prc-auc = 0.046789
Epoch 587
Loss = 1.0358e-01, PNorm = 90.6504, GNorm = 2.4455, lr_0 = 9.6919e-04
Validation prc-auc = 0.051386
Epoch 588
Loss = 3.9033e-02, PNorm = 90.8051, GNorm = 0.5282, lr_0 = 9.7054e-04
Validation prc-auc = 0.073351
Epoch 589
Loss = 8.7868e-02, PNorm = 90.9161, GNorm = 0.7814, lr_0 = 9.7188e-04
Loss = 7.3827e-02, PNorm = 90.9943, GNorm = 2.4941, lr_0 = 9.7323e-04
Validation prc-auc = 0.053076
Epoch 590
Loss = 7.4885e-02, PNorm = 91.0727, GNorm = 1.3667, lr_0 = 9.7457e-04
Validation prc-auc = 0.043951
Epoch 591
Loss = 5.5039e-02, PNorm = 91.1664, GNorm = 0.6010, lr_0 = 9.7592e-04
Validation prc-auc = 0.034517
Epoch 592
Loss = 1.3333e-01, PNorm = 91.2685, GNorm = 2.0932, lr_0 = 9.7726e-04
Validation prc-auc = 0.032541
Epoch 593
Loss = 5.6669e-02, PNorm = 91.3810, GNorm = 0.6420, lr_0 = 9.7861e-04
Validation prc-auc = 0.035407
Epoch 594
Loss = 6.1299e-02, PNorm = 91.4789, GNorm = 3.4750, lr_0 = 9.7996e-04
Validation prc-auc = 0.049381
Epoch 595
Loss = 2.3531e-02, PNorm = 91.5684, GNorm = 0.4307, lr_0 = 9.8130e-04
Validation prc-auc = 0.035864
Epoch 596
Loss = 1.7227e-01, PNorm = 91.6731, GNorm = 1.1718, lr_0 = 9.8265e-04
Validation prc-auc = 0.030747
Epoch 597
Loss = 6.2149e-02, PNorm = 91.8031, GNorm = 1.5893, lr_0 = 9.8399e-04
Validation prc-auc = 0.061683
Epoch 598
Loss = 8.1545e-02, PNorm = 91.9281, GNorm = 1.8484, lr_0 = 9.8534e-04
Validation prc-auc = 0.065858
Epoch 599
Loss = 1.6038e-02, PNorm = 92.0316, GNorm = 0.7902, lr_0 = 9.8668e-04
Loss = 4.2714e-02, PNorm = 92.1168, GNorm = 2.9694, lr_0 = 9.8803e-04
Validation prc-auc = 0.050655
Epoch 600
Loss = 2.8455e-02, PNorm = 92.1902, GNorm = 0.3341, lr_0 = 9.8937e-04
Validation prc-auc = 0.034821
Epoch 601
Loss = 2.9219e-02, PNorm = 92.2750, GNorm = 0.1862, lr_0 = 9.9072e-04
Validation prc-auc = 0.038595
Epoch 602
Loss = 7.0486e-02, PNorm = 92.3558, GNorm = 4.9424, lr_0 = 9.9206e-04
Validation prc-auc = 0.038097
Epoch 603
Loss = 9.8404e-02, PNorm = 92.4671, GNorm = 2.6598, lr_0 = 9.9341e-04
Validation prc-auc = 0.046094
Epoch 604
Loss = 7.3060e-02, PNorm = 92.5650, GNorm = 2.3884, lr_0 = 9.9475e-04
Validation prc-auc = 0.034586
Epoch 605
Loss = 8.5701e-02, PNorm = 92.6726, GNorm = 2.1718, lr_0 = 9.9610e-04
Validation prc-auc = 0.033176
Epoch 606
Loss = 3.2223e-02, PNorm = 92.8083, GNorm = 1.2929, lr_0 = 9.9744e-04
Validation prc-auc = 0.028889
Epoch 607
Loss = 7.7835e-02, PNorm = 92.9311, GNorm = 0.7764, lr_0 = 9.9879e-04
Validation prc-auc = 0.038684
Epoch 608
Loss = 4.3479e-02, PNorm = 93.0336, GNorm = 1.7527, lr_0 = 1.0000e-03
Validation prc-auc = 0.048586
Epoch 609
Loss = 7.8331e-02, PNorm = 93.1215, GNorm = 2.7287, lr_0 = 1.0000e-03
Loss = 3.1616e-02, PNorm = 93.2167, GNorm = 0.7739, lr_0 = 1.0000e-03
Validation prc-auc = 0.060852
Epoch 610
Loss = 3.4130e-02, PNorm = 93.3168, GNorm = 0.2621, lr_0 = 1.0000e-03
Validation prc-auc = 0.053890
Epoch 611
Loss = 5.1861e-02, PNorm = 93.4427, GNorm = 1.2040, lr_0 = 1.0000e-03
Validation prc-auc = 0.023113
Epoch 612
Loss = 1.1172e-01, PNorm = 93.5825, GNorm = 1.1215, lr_0 = 1.0000e-03
Validation prc-auc = 0.070597
Epoch 613
Loss = 6.5215e-02, PNorm = 93.7210, GNorm = 1.7660, lr_0 = 1.0000e-03
Validation prc-auc = 0.077370
Epoch 614
Loss = 4.5439e-02, PNorm = 93.8363, GNorm = 1.1058, lr_0 = 1.0000e-03
Validation prc-auc = 0.036089
Epoch 615
Loss = 7.6219e-02, PNorm = 93.9216, GNorm = 0.3469, lr_0 = 9.9999e-04
Validation prc-auc = 0.031470
Epoch 616
Loss = 6.0096e-02, PNorm = 94.0068, GNorm = 0.9923, lr_0 = 9.9999e-04
Validation prc-auc = 0.033663
Epoch 617
Loss = 3.5555e-02, PNorm = 94.0909, GNorm = 0.2976, lr_0 = 9.9999e-04
Validation prc-auc = 0.060055
Epoch 618
Loss = 1.3658e-02, PNorm = 94.1760, GNorm = 0.3568, lr_0 = 9.9999e-04
Validation prc-auc = 0.047150
Epoch 619
Loss = 1.4696e-01, PNorm = 94.2666, GNorm = 2.1944, lr_0 = 9.9999e-04
Loss = 8.9020e-02, PNorm = 94.3819, GNorm = 1.3568, lr_0 = 9.9999e-04
Validation prc-auc = 0.079562
Epoch 620
Loss = 6.4247e-02, PNorm = 94.5282, GNorm = 3.4434, lr_0 = 9.9999e-04
Validation prc-auc = 0.060790
Epoch 621
Loss = 5.5522e-02, PNorm = 94.6731, GNorm = 2.0155, lr_0 = 9.9999e-04
Validation prc-auc = 0.073332
Epoch 622
Loss = 7.1223e-02, PNorm = 94.8099, GNorm = 1.7182, lr_0 = 9.9999e-04
Validation prc-auc = 0.065189
Epoch 623
Loss = 1.2369e-01, PNorm = 94.9832, GNorm = 3.4742, lr_0 = 9.9999e-04
Validation prc-auc = 0.049087
Epoch 624
Loss = 1.0975e-01, PNorm = 95.1608, GNorm = 1.2274, lr_0 = 9.9999e-04
Validation prc-auc = 0.039482
Epoch 625
Loss = 6.0520e-02, PNorm = 95.2997, GNorm = 0.1681, lr_0 = 9.9999e-04
Validation prc-auc = 0.039715
Epoch 626
Loss = 8.4623e-02, PNorm = 95.4148, GNorm = 0.5892, lr_0 = 9.9999e-04
Validation prc-auc = 0.025040
Epoch 627
Loss = 7.4258e-02, PNorm = 95.4969, GNorm = 2.1133, lr_0 = 9.9999e-04
Validation prc-auc = 0.018454
Epoch 628
Loss = 3.8066e-02, PNorm = 95.5768, GNorm = 0.3351, lr_0 = 9.9998e-04
Validation prc-auc = 0.025201
Epoch 629
Loss = 7.8690e-03, PNorm = 95.6672, GNorm = 0.1603, lr_0 = 9.9998e-04
Loss = 4.9283e-02, PNorm = 95.7543, GNorm = 1.2290, lr_0 = 9.9998e-04
Validation prc-auc = 0.045497
Epoch 630
Loss = 4.1602e-02, PNorm = 95.8216, GNorm = 1.5250, lr_0 = 9.9998e-04
Validation prc-auc = 0.052018
Epoch 631
Loss = 2.9593e-02, PNorm = 95.8855, GNorm = 0.4642, lr_0 = 9.9998e-04
Validation prc-auc = 0.065353
Epoch 632
Loss = 7.7826e-02, PNorm = 95.9676, GNorm = 0.8223, lr_0 = 9.9998e-04
Validation prc-auc = 0.061552
Epoch 633
Loss = 9.0685e-02, PNorm = 96.0947, GNorm = 0.3470, lr_0 = 9.9998e-04
Validation prc-auc = 0.068390
Epoch 634
Loss = 3.7002e-02, PNorm = 96.2378, GNorm = 0.4208, lr_0 = 9.9998e-04
Validation prc-auc = 0.077566
Epoch 635
Loss = 8.3581e-02, PNorm = 96.3416, GNorm = 1.6832, lr_0 = 9.9998e-04
Validation prc-auc = 0.079401
Epoch 636
Loss = 9.4500e-02, PNorm = 96.4723, GNorm = 1.4315, lr_0 = 9.9998e-04
Validation prc-auc = 0.044924
Epoch 637
Loss = 6.1067e-02, PNorm = 96.6062, GNorm = 1.2337, lr_0 = 9.9998e-04
Validation prc-auc = 0.063176
Epoch 638
Loss = 1.0646e-01, PNorm = 96.7145, GNorm = 1.7192, lr_0 = 9.9998e-04
Validation prc-auc = 0.062446
Epoch 639
Loss = 2.8013e-03, PNorm = 96.8407, GNorm = 0.0688, lr_0 = 9.9998e-04
Loss = 5.0815e-02, PNorm = 96.9661, GNorm = 0.9331, lr_0 = 9.9998e-04
Validation prc-auc = 0.043577
Epoch 640
Loss = 7.8693e-02, PNorm = 97.0605, GNorm = 2.7500, lr_0 = 9.9998e-04
Validation prc-auc = 0.047049
Epoch 641
Loss = 3.8384e-02, PNorm = 97.1663, GNorm = 0.7553, lr_0 = 9.9997e-04
Validation prc-auc = 0.052257
Epoch 642
Loss = 2.7739e-02, PNorm = 97.2655, GNorm = 0.8024, lr_0 = 9.9997e-04
Validation prc-auc = 0.073300
Epoch 643
Loss = 6.0037e-02, PNorm = 97.3316, GNorm = 1.5423, lr_0 = 9.9997e-04
Validation prc-auc = 0.069164
Epoch 644
Loss = 4.7441e-02, PNorm = 97.3936, GNorm = 0.8637, lr_0 = 9.9997e-04
Validation prc-auc = 0.049167
Epoch 645
Loss = 2.6931e-02, PNorm = 97.4713, GNorm = 0.4582, lr_0 = 9.9997e-04
Validation prc-auc = 0.035117
Epoch 646
Loss = 8.9175e-02, PNorm = 97.5326, GNorm = 0.9326, lr_0 = 9.9997e-04
Validation prc-auc = 0.024965
Epoch 647
Loss = 9.8429e-02, PNorm = 97.6044, GNorm = 1.1840, lr_0 = 9.9997e-04
Validation prc-auc = 0.042172
Epoch 648
Loss = 5.9561e-02, PNorm = 97.7019, GNorm = 1.1895, lr_0 = 9.9997e-04
Validation prc-auc = 0.047772
Epoch 649
Loss = 8.6156e-03, PNorm = 97.8011, GNorm = 0.1586, lr_0 = 9.9997e-04
Loss = 8.8578e-02, PNorm = 97.8804, GNorm = 2.5914, lr_0 = 9.9997e-04
Validation prc-auc = 0.060851
Epoch 650
Loss = 1.0100e-01, PNorm = 97.9865, GNorm = 1.3297, lr_0 = 9.9997e-04
Validation prc-auc = 0.056441
Epoch 651
Loss = 7.6513e-02, PNorm = 98.1142, GNorm = 2.2022, lr_0 = 9.9997e-04
Validation prc-auc = 0.057380
Epoch 652
Loss = 2.8876e-02, PNorm = 98.2359, GNorm = 0.2285, lr_0 = 9.9997e-04
Validation prc-auc = 0.063087
Epoch 653
Loss = 3.0838e-02, PNorm = 98.3355, GNorm = 0.8525, lr_0 = 9.9997e-04
Validation prc-auc = 0.062084
Epoch 654
Loss = 3.1587e-02, PNorm = 98.3934, GNorm = 2.1859, lr_0 = 9.9996e-04
Validation prc-auc = 0.065940
Epoch 655
Loss = 5.5374e-02, PNorm = 98.4741, GNorm = 2.2629, lr_0 = 9.9996e-04
Validation prc-auc = 0.064470
Epoch 656
Loss = 4.3428e-02, PNorm = 98.5706, GNorm = 1.3997, lr_0 = 9.9996e-04
Validation prc-auc = 0.060319
Epoch 657
Loss = 7.4258e-02, PNorm = 98.6612, GNorm = 1.1783, lr_0 = 9.9996e-04
Validation prc-auc = 0.066552
Epoch 658
Loss = 6.2845e-02, PNorm = 98.7446, GNorm = 2.1291, lr_0 = 9.9996e-04
Validation prc-auc = 0.063941
Epoch 659
Loss = 3.5665e-02, PNorm = 98.8396, GNorm = 1.1445, lr_0 = 9.9996e-04
Loss = 2.4298e-02, PNorm = 98.9386, GNorm = 0.6124, lr_0 = 9.9996e-04
Validation prc-auc = 0.065400
Epoch 660
Loss = 6.8699e-02, PNorm = 99.0319, GNorm = 0.1022, lr_0 = 9.9996e-04
Validation prc-auc = 0.066565
Epoch 661
Loss = 3.9246e-02, PNorm = 99.1400, GNorm = 1.1583, lr_0 = 9.9996e-04
Validation prc-auc = 0.065404
Epoch 662
Loss = 6.6834e-02, PNorm = 99.2344, GNorm = 0.1625, lr_0 = 9.9996e-04
Validation prc-auc = 0.072581
Epoch 663
Loss = 5.9954e-02, PNorm = 99.3220, GNorm = 1.4214, lr_0 = 9.9996e-04
Validation prc-auc = 0.065342
Epoch 664
Loss = 6.3903e-02, PNorm = 99.3897, GNorm = 1.4839, lr_0 = 9.9996e-04
Validation prc-auc = 0.046984
Epoch 665
Loss = 4.3658e-02, PNorm = 99.4927, GNorm = 1.4271, lr_0 = 9.9996e-04
Validation prc-auc = 0.062726
Epoch 666
Loss = 3.0645e-02, PNorm = 99.5938, GNorm = 1.0265, lr_0 = 9.9996e-04
Validation prc-auc = 0.078824
Epoch 667
Loss = 5.9914e-02, PNorm = 99.6962, GNorm = 1.2690, lr_0 = 9.9996e-04
Validation prc-auc = 0.053419
Epoch 668
Loss = 3.2414e-02, PNorm = 99.7908, GNorm = 0.9523, lr_0 = 9.9995e-04
Validation prc-auc = 0.038518
Epoch 669
Loss = 1.4308e-02, PNorm = 99.9237, GNorm = 0.6381, lr_0 = 9.9995e-04
Loss = 8.2291e-02, PNorm = 100.0624, GNorm = 1.3174, lr_0 = 9.9995e-04
Validation prc-auc = 0.040962
Epoch 670
Loss = 7.3368e-02, PNorm = 100.2048, GNorm = 0.6283, lr_0 = 9.9995e-04
Validation prc-auc = 0.059369
Epoch 671
Loss = 5.6516e-02, PNorm = 100.3177, GNorm = 1.1840, lr_0 = 9.9995e-04
Validation prc-auc = 0.032596
Epoch 672
Loss = 4.4490e-02, PNorm = 100.4013, GNorm = 1.4094, lr_0 = 9.9995e-04
Validation prc-auc = 0.063368
Epoch 673
Loss = 5.6883e-02, PNorm = 100.4859, GNorm = 0.4217, lr_0 = 9.9995e-04
Validation prc-auc = 0.069220
Epoch 674
Loss = 3.8546e-02, PNorm = 100.5742, GNorm = 1.2538, lr_0 = 9.9995e-04
Validation prc-auc = 0.069877
Epoch 675
Loss = 4.2982e-02, PNorm = 100.6562, GNorm = 0.8079, lr_0 = 9.9995e-04
Validation prc-auc = 0.092703
Epoch 676
Loss = 5.8701e-02, PNorm = 100.7512, GNorm = 0.4742, lr_0 = 9.9995e-04
Validation prc-auc = 0.094743
Epoch 677
Loss = 1.1564e-01, PNorm = 100.8596, GNorm = 1.1406, lr_0 = 9.9995e-04
Validation prc-auc = 0.063230
Epoch 678
Loss = 1.2970e-01, PNorm = 100.9538, GNorm = 2.1772, lr_0 = 9.9995e-04
Validation prc-auc = 0.052348
Epoch 679
Loss = 1.0434e-02, PNorm = 101.0540, GNorm = 0.2588, lr_0 = 9.9995e-04
Loss = 4.3254e-02, PNorm = 101.1352, GNorm = 0.4451, lr_0 = 9.9995e-04
Validation prc-auc = 0.066961
Epoch 680
Loss = 5.1137e-02, PNorm = 101.2071, GNorm = 2.3219, lr_0 = 9.9994e-04
Validation prc-auc = 0.067667
Epoch 681
Loss = 6.7611e-02, PNorm = 101.3048, GNorm = 0.1109, lr_0 = 9.9994e-04
Validation prc-auc = 0.038868
Epoch 682
Loss = 1.0678e-01, PNorm = 101.4027, GNorm = 2.8912, lr_0 = 9.9994e-04
Validation prc-auc = 0.049823
Epoch 683
Loss = 6.0343e-02, PNorm = 101.5094, GNorm = 1.0549, lr_0 = 9.9994e-04
Validation prc-auc = 0.033764
Epoch 684
Loss = 3.8752e-02, PNorm = 101.6151, GNorm = 0.6263, lr_0 = 9.9994e-04
Validation prc-auc = 0.053254
Epoch 685
Loss = 6.4189e-02, PNorm = 101.7072, GNorm = 1.0779, lr_0 = 9.9994e-04
Validation prc-auc = 0.053894
Epoch 686
Loss = 1.7653e-02, PNorm = 101.7980, GNorm = 0.6838, lr_0 = 9.9994e-04
Validation prc-auc = 0.057449
Epoch 687
Loss = 4.2433e-02, PNorm = 101.8907, GNorm = 2.3038, lr_0 = 9.9994e-04
Validation prc-auc = 0.056862
Epoch 688
Loss = 4.3877e-02, PNorm = 102.0016, GNorm = 2.1934, lr_0 = 9.9994e-04
Validation prc-auc = 0.023661
Epoch 689
Loss = 8.9206e-03, PNorm = 102.1145, GNorm = 0.3890, lr_0 = 9.9994e-04
Loss = 4.7634e-02, PNorm = 102.2327, GNorm = 0.1285, lr_0 = 9.9994e-04
Validation prc-auc = 0.017235
Epoch 690
Loss = 7.4269e-02, PNorm = 102.3619, GNorm = 1.9009, lr_0 = 9.9994e-04
Validation prc-auc = 0.024808
Epoch 691
Loss = 5.3576e-02, PNorm = 102.4916, GNorm = 1.7200, lr_0 = 9.9994e-04
Validation prc-auc = 0.051879
Epoch 692
Loss = 5.5455e-02, PNorm = 102.6066, GNorm = 1.6192, lr_0 = 9.9994e-04
Validation prc-auc = 0.039092
Epoch 693
Loss = 2.8841e-02, PNorm = 102.7013, GNorm = 0.7992, lr_0 = 9.9994e-04
Validation prc-auc = 0.027667
Epoch 694
Loss = 6.1773e-02, PNorm = 102.7979, GNorm = 1.6639, lr_0 = 9.9993e-04
Validation prc-auc = 0.069430
Epoch 695
Loss = 2.9916e-02, PNorm = 102.8885, GNorm = 0.4905, lr_0 = 9.9993e-04
Validation prc-auc = 0.072852
Epoch 696
Loss = 4.8380e-02, PNorm = 102.9925, GNorm = 0.8549, lr_0 = 9.9993e-04
Validation prc-auc = 0.065435
Epoch 697
Loss = 5.6244e-02, PNorm = 103.0936, GNorm = 1.3356, lr_0 = 9.9993e-04
Validation prc-auc = 0.056983
Epoch 698
Loss = 3.8918e-02, PNorm = 103.1860, GNorm = 0.0607, lr_0 = 9.9993e-04
Validation prc-auc = 0.062217
Epoch 699
Loss = 1.0780e-01, PNorm = 103.2723, GNorm = 4.3103, lr_0 = 9.9993e-04
Loss = 5.5710e-02, PNorm = 103.3840, GNorm = 2.9762, lr_0 = 9.9993e-04
Validation prc-auc = 0.059544
Epoch 700
Loss = 6.6546e-02, PNorm = 103.5278, GNorm = 2.2410, lr_0 = 9.9993e-04
Validation prc-auc = 0.050833
Epoch 701
Loss = 6.9099e-02, PNorm = 103.6701, GNorm = 1.1469, lr_0 = 9.9993e-04
Validation prc-auc = 0.056825
Epoch 702
Loss = 3.4056e-02, PNorm = 103.8100, GNorm = 0.4277, lr_0 = 9.9993e-04
Validation prc-auc = 0.060434
Epoch 703
Loss = 5.5624e-02, PNorm = 103.9254, GNorm = 0.3054, lr_0 = 9.9993e-04
Validation prc-auc = 0.042660
Epoch 704
Loss = 9.2859e-02, PNorm = 104.0101, GNorm = 0.5142, lr_0 = 9.9993e-04
Validation prc-auc = 0.018908
Epoch 705
Loss = 2.5873e-02, PNorm = 104.0852, GNorm = 0.1925, lr_0 = 9.9993e-04
Validation prc-auc = 0.061051
Epoch 706
Loss = 2.4811e-02, PNorm = 104.1590, GNorm = 0.0925, lr_0 = 9.9993e-04
Validation prc-auc = 0.059117
Epoch 707
Loss = 8.9033e-02, PNorm = 104.2326, GNorm = 1.5305, lr_0 = 9.9992e-04
Validation prc-auc = 0.056493
Epoch 708
Loss = 8.9006e-02, PNorm = 104.3358, GNorm = 2.2350, lr_0 = 9.9992e-04
Validation prc-auc = 0.066802
Epoch 709
Loss = 6.4718e-02, PNorm = 104.4576, GNorm = 1.9964, lr_0 = 9.9992e-04
Loss = 6.6034e-02, PNorm = 104.5670, GNorm = 1.7927, lr_0 = 9.9992e-04
Validation prc-auc = 0.074104
Epoch 710
Loss = 5.2110e-02, PNorm = 104.6605, GNorm = 1.7481, lr_0 = 9.9992e-04
Validation prc-auc = 0.081590
Epoch 711
Loss = 5.4262e-02, PNorm = 104.7528, GNorm = 0.8066, lr_0 = 9.9992e-04
Validation prc-auc = 0.082207
Epoch 712
Loss = 8.7190e-02, PNorm = 104.8321, GNorm = 1.9574, lr_0 = 9.9992e-04
Validation prc-auc = 0.089490
Epoch 713
Loss = 3.8670e-02, PNorm = 104.9174, GNorm = 1.1793, lr_0 = 9.9992e-04
Validation prc-auc = 0.092541
Epoch 714
Loss = 2.7795e-02, PNorm = 105.0061, GNorm = 0.6648, lr_0 = 9.9992e-04
Validation prc-auc = 0.076440
Epoch 715
Loss = 4.7877e-02, PNorm = 105.0839, GNorm = 0.0753, lr_0 = 9.9992e-04
Validation prc-auc = 0.085058
Epoch 716
Loss = 5.4008e-02, PNorm = 105.1662, GNorm = 0.9204, lr_0 = 9.9992e-04
Validation prc-auc = 0.072623
Epoch 717
Loss = 2.6492e-02, PNorm = 105.2688, GNorm = 0.8015, lr_0 = 9.9992e-04
Validation prc-auc = 0.071685
Epoch 718
Loss = 5.1879e-02, PNorm = 105.3520, GNorm = 0.0534, lr_0 = 9.9992e-04
Validation prc-auc = 0.044223
Epoch 719
Loss = 1.3248e-02, PNorm = 105.4600, GNorm = 0.5412, lr_0 = 9.9992e-04
Loss = 8.1555e-02, PNorm = 105.5759, GNorm = 1.7905, lr_0 = 9.9992e-04
Validation prc-auc = 0.086825
Epoch 720
Loss = 3.8576e-02, PNorm = 105.7098, GNorm = 1.0102, lr_0 = 9.9991e-04
Validation prc-auc = 0.085830
Epoch 721
Loss = 7.0405e-02, PNorm = 105.8193, GNorm = 0.9458, lr_0 = 9.9991e-04
Validation prc-auc = 0.088243
Epoch 722
Loss = 3.9456e-02, PNorm = 105.9169, GNorm = 1.2351, lr_0 = 9.9991e-04
Validation prc-auc = 0.093204
Epoch 723
Loss = 2.6656e-02, PNorm = 106.0137, GNorm = 1.0865, lr_0 = 9.9991e-04
Validation prc-auc = 0.064065
Epoch 724
Loss = 6.6443e-02, PNorm = 106.1368, GNorm = 1.2197, lr_0 = 9.9991e-04
Validation prc-auc = 0.047209
Epoch 725
Loss = 4.9091e-02, PNorm = 106.3073, GNorm = 1.7275, lr_0 = 9.9991e-04
Validation prc-auc = 0.030154
Epoch 726
Loss = 1.1464e-01, PNorm = 106.4712, GNorm = 0.2796, lr_0 = 9.9991e-04
Validation prc-auc = 0.026950
Epoch 727
Loss = 2.3118e-02, PNorm = 106.6035, GNorm = 0.6309, lr_0 = 9.9991e-04
Validation prc-auc = 0.060226
Epoch 728
Loss = 8.2992e-02, PNorm = 106.7062, GNorm = 1.5961, lr_0 = 9.9991e-04
Validation prc-auc = 0.077143
Epoch 729
Loss = 1.7842e-01, PNorm = 106.8018, GNorm = 1.8065, lr_0 = 9.9991e-04
Loss = 8.5423e-02, PNorm = 106.8872, GNorm = 2.1564, lr_0 = 9.9991e-04
Validation prc-auc = 0.077783
Epoch 730
Loss = 3.6436e-02, PNorm = 106.9848, GNorm = 0.4403, lr_0 = 9.9991e-04
Validation prc-auc = 0.072978
Epoch 731
Loss = 3.1750e-02, PNorm = 107.0796, GNorm = 0.9300, lr_0 = 9.9991e-04
Validation prc-auc = 0.084662
Epoch 732
Loss = 8.2084e-02, PNorm = 107.1604, GNorm = 0.7439, lr_0 = 9.9991e-04
Validation prc-auc = 0.088957
Epoch 733
Loss = 7.2006e-02, PNorm = 107.2451, GNorm = 1.2785, lr_0 = 9.9990e-04
Validation prc-auc = 0.083914
Epoch 734
Loss = 3.4466e-02, PNorm = 107.3591, GNorm = 1.1853, lr_0 = 9.9990e-04
Validation prc-auc = 0.086469
Epoch 735
Loss = 1.6681e-02, PNorm = 107.4716, GNorm = 0.8450, lr_0 = 9.9990e-04
Validation prc-auc = 0.086072
Epoch 736
Loss = 2.5580e-02, PNorm = 107.5538, GNorm = 0.8639, lr_0 = 9.9990e-04
Validation prc-auc = 0.072984
Epoch 737
Loss = 1.7992e-02, PNorm = 107.6338, GNorm = 1.5939, lr_0 = 9.9990e-04
Validation prc-auc = 0.091130
Epoch 738
Loss = 3.3546e-03, PNorm = 107.6968, GNorm = 0.1488, lr_0 = 9.9990e-04
Validation prc-auc = 0.081409
Epoch 739
Loss = 1.2031e-02, PNorm = 107.7795, GNorm = 0.3827, lr_0 = 9.9990e-04
Loss = 1.0325e-01, PNorm = 107.8560, GNorm = 3.0843, lr_0 = 9.9990e-04
Validation prc-auc = 0.069998
Epoch 740
Loss = 5.5164e-02, PNorm = 107.9607, GNorm = 1.1152, lr_0 = 9.9990e-04
Validation prc-auc = 0.072257
Epoch 741
Loss = 6.8607e-02, PNorm = 108.0739, GNorm = 0.3291, lr_0 = 9.9990e-04
Validation prc-auc = 0.068804
Epoch 742
Loss = 7.4292e-02, PNorm = 108.1471, GNorm = 0.4305, lr_0 = 9.9990e-04
Validation prc-auc = 0.025031
Epoch 743
Loss = 3.7655e-02, PNorm = 108.2290, GNorm = 0.2178, lr_0 = 9.9990e-04
Validation prc-auc = 0.044605
Epoch 744
Loss = 7.3913e-02, PNorm = 108.3125, GNorm = 2.0287, lr_0 = 9.9990e-04
Validation prc-auc = 0.053223
Epoch 745
Loss = 3.2694e-02, PNorm = 108.4175, GNorm = 0.0872, lr_0 = 9.9990e-04
Validation prc-auc = 0.054297
Epoch 746
Loss = 4.7392e-02, PNorm = 108.5228, GNorm = 2.2237, lr_0 = 9.9990e-04
Validation prc-auc = 0.029800
Epoch 747
Loss = 1.6231e-02, PNorm = 108.5983, GNorm = 0.2552, lr_0 = 9.9989e-04
Validation prc-auc = 0.032363
Epoch 748
Loss = 5.0022e-02, PNorm = 108.6918, GNorm = 1.2478, lr_0 = 9.9989e-04
Validation prc-auc = 0.073930
Epoch 749
Loss = 2.2330e-02, PNorm = 108.7843, GNorm = 0.5709, lr_0 = 9.9989e-04
Loss = 5.1099e-02, PNorm = 108.8908, GNorm = 2.6439, lr_0 = 9.9989e-04
Validation prc-auc = 0.075486
Epoch 750
Loss = 5.6775e-02, PNorm = 108.9900, GNorm = 1.6725, lr_0 = 9.9989e-04
Validation prc-auc = 0.063679
Epoch 751
Loss = 6.9535e-02, PNorm = 109.1007, GNorm = 2.3131, lr_0 = 9.9989e-04
Validation prc-auc = 0.071036
Epoch 752
Loss = 6.2479e-02, PNorm = 109.2227, GNorm = 0.9696, lr_0 = 9.9989e-04
Validation prc-auc = 0.057359
Epoch 753
Loss = 4.0463e-02, PNorm = 109.3489, GNorm = 1.6778, lr_0 = 9.9989e-04
Validation prc-auc = 0.062178
Epoch 754
Loss = 8.5941e-02, PNorm = 109.4601, GNorm = 0.2964, lr_0 = 9.9989e-04
Validation prc-auc = 0.065245
Epoch 755
Loss = 3.3163e-02, PNorm = 109.5608, GNorm = 0.9391, lr_0 = 9.9989e-04
Validation prc-auc = 0.052592
Epoch 756
Loss = 4.8841e-02, PNorm = 109.6569, GNorm = 1.2511, lr_0 = 9.9989e-04
Validation prc-auc = 0.053511
Epoch 757
Loss = 4.7340e-02, PNorm = 109.7405, GNorm = 0.8963, lr_0 = 9.9989e-04
Validation prc-auc = 0.065336
Epoch 758
Loss = 7.6657e-03, PNorm = 109.8227, GNorm = 0.1229, lr_0 = 9.9989e-04
Validation prc-auc = 0.068760
Epoch 759
Loss = 5.9983e-02, PNorm = 109.8921, GNorm = 1.7147, lr_0 = 9.9989e-04
Loss = 3.1866e-02, PNorm = 109.9530, GNorm = 0.3813, lr_0 = 9.9988e-04
Validation prc-auc = 0.067728
Epoch 760
Loss = 5.6407e-02, PNorm = 110.0208, GNorm = 1.9106, lr_0 = 9.9988e-04
Validation prc-auc = 0.056844
Epoch 761
Loss = 5.4182e-02, PNorm = 110.1150, GNorm = 0.0568, lr_0 = 9.9988e-04
Validation prc-auc = 0.052804
Epoch 762
Loss = 3.5762e-02, PNorm = 110.2303, GNorm = 1.0337, lr_0 = 9.9988e-04
Validation prc-auc = 0.047534
Epoch 763
Loss = 5.3648e-02, PNorm = 110.3096, GNorm = 1.7073, lr_0 = 9.9988e-04
Validation prc-auc = 0.032755
Epoch 764
Loss = 3.4922e-02, PNorm = 110.3776, GNorm = 1.3743, lr_0 = 9.9988e-04
Validation prc-auc = 0.029752
Epoch 765
Loss = 4.0931e-02, PNorm = 110.4472, GNorm = 1.3820, lr_0 = 9.9988e-04
Validation prc-auc = 0.064427
Epoch 766
Loss = 5.3831e-02, PNorm = 110.5222, GNorm = 1.2608, lr_0 = 9.9988e-04
Validation prc-auc = 0.075920
Epoch 767
Loss = 7.1017e-02, PNorm = 110.6047, GNorm = 1.6996, lr_0 = 9.9988e-04
Validation prc-auc = 0.067709
Epoch 768
Loss = 1.8609e-02, PNorm = 110.6837, GNorm = 0.9452, lr_0 = 9.9988e-04
Validation prc-auc = 0.024236
Epoch 769
Loss = 6.3666e-02, PNorm = 110.7598, GNorm = 0.9816, lr_0 = 9.9988e-04
Loss = 5.2035e-02, PNorm = 110.8439, GNorm = 3.2884, lr_0 = 9.9988e-04
Validation prc-auc = 0.048612
Epoch 770
Loss = 2.7775e-02, PNorm = 110.9522, GNorm = 0.2312, lr_0 = 9.9988e-04
Validation prc-auc = 0.047489
Epoch 771
Loss = 6.6110e-02, PNorm = 111.0470, GNorm = 1.0849, lr_0 = 9.9988e-04
Validation prc-auc = 0.051969
Epoch 772
Loss = 5.2712e-02, PNorm = 111.1207, GNorm = 0.6908, lr_0 = 9.9988e-04
Validation prc-auc = 0.056033
Epoch 773
Loss = 3.0568e-02, PNorm = 111.1910, GNorm = 1.2315, lr_0 = 9.9987e-04
Validation prc-auc = 0.061976
Epoch 774
Loss = 3.0474e-02, PNorm = 111.2659, GNorm = 0.2331, lr_0 = 9.9987e-04
Validation prc-auc = 0.076830
Epoch 775
Loss = 1.8892e-02, PNorm = 111.3421, GNorm = 0.5406, lr_0 = 9.9987e-04
Validation prc-auc = 0.077918
Epoch 776
Loss = 2.6665e-02, PNorm = 111.4297, GNorm = 0.1203, lr_0 = 9.9987e-04
Validation prc-auc = 0.070671
Epoch 777
Loss = 3.1305e-02, PNorm = 111.5335, GNorm = 0.5310, lr_0 = 9.9987e-04
Validation prc-auc = 0.060244
Epoch 778
Loss = 3.0683e-02, PNorm = 111.6394, GNorm = 0.3057, lr_0 = 9.9987e-04
Validation prc-auc = 0.084592
Epoch 779
Loss = 5.4055e-02, PNorm = 111.7750, GNorm = 1.8105, lr_0 = 9.9987e-04
Loss = 7.2555e-02, PNorm = 111.9186, GNorm = 6.0646, lr_0 = 9.9987e-04
Validation prc-auc = 0.091938
Epoch 780
Loss = 6.1179e-02, PNorm = 112.0690, GNorm = 0.3267, lr_0 = 9.9987e-04
Validation prc-auc = 0.058001
Epoch 781
Loss = 9.3040e-02, PNorm = 112.2201, GNorm = 2.2024, lr_0 = 9.9987e-04
Validation prc-auc = 0.079888
Epoch 782
Loss = 8.0680e-02, PNorm = 112.4139, GNorm = 2.6489, lr_0 = 9.9987e-04
Validation prc-auc = 0.099041
Epoch 783
Loss = 7.2982e-02, PNorm = 112.6354, GNorm = 0.5530, lr_0 = 9.9987e-04
Validation prc-auc = 0.102509
Epoch 784
Loss = 6.2249e-02, PNorm = 112.8041, GNorm = 1.6842, lr_0 = 9.9987e-04
Validation prc-auc = 0.107626
Epoch 785
Loss = 7.5900e-02, PNorm = 112.9527, GNorm = 2.3219, lr_0 = 9.9987e-04
Validation prc-auc = 0.092839
Epoch 786
Loss = 2.2691e-02, PNorm = 113.0703, GNorm = 1.7627, lr_0 = 9.9986e-04
Validation prc-auc = 0.046980
Epoch 787
Loss = 7.5029e-02, PNorm = 113.1516, GNorm = 2.1440, lr_0 = 9.9986e-04
Validation prc-auc = 0.027393
Epoch 788
Loss = 1.1881e-01, PNorm = 113.2350, GNorm = 1.5369, lr_0 = 9.9986e-04
Validation prc-auc = 0.033661
Epoch 789
Loss = 1.6659e-01, PNorm = 113.3519, GNorm = 1.6932, lr_0 = 9.9986e-04
Loss = 4.2272e-02, PNorm = 113.4542, GNorm = 0.1966, lr_0 = 9.9986e-04
Validation prc-auc = 0.057114
Epoch 790
Loss = 5.8663e-02, PNorm = 113.5265, GNorm = 0.9458, lr_0 = 9.9986e-04
Validation prc-auc = 0.063464
Epoch 791
Loss = 6.4445e-02, PNorm = 113.6220, GNorm = 1.2210, lr_0 = 9.9986e-04
Validation prc-auc = 0.077706
Epoch 792
Loss = 7.0644e-02, PNorm = 113.6823, GNorm = 1.5471, lr_0 = 9.9986e-04
Validation prc-auc = 0.047230
Epoch 793
Loss = 5.4585e-02, PNorm = 113.7723, GNorm = 1.2672, lr_0 = 9.9986e-04
Validation prc-auc = 0.071772
Epoch 794
Loss = 3.5420e-02, PNorm = 113.8516, GNorm = 0.3224, lr_0 = 9.9986e-04
Validation prc-auc = 0.082566
Epoch 795
Loss = 3.4976e-02, PNorm = 113.9280, GNorm = 0.0692, lr_0 = 9.9986e-04
Validation prc-auc = 0.069514
Epoch 796
Loss = 7.2849e-02, PNorm = 113.9844, GNorm = 3.5592, lr_0 = 9.9986e-04
Validation prc-auc = 0.068747
Epoch 797
Loss = 4.1596e-02, PNorm = 114.0591, GNorm = 1.5830, lr_0 = 9.9986e-04
Validation prc-auc = 0.081428
Epoch 798
Loss = 1.2456e-01, PNorm = 114.1448, GNorm = 2.1013, lr_0 = 9.9986e-04
Validation prc-auc = 0.092664
Epoch 799
Loss = 1.3030e-01, PNorm = 114.2519, GNorm = 1.5083, lr_0 = 9.9986e-04
Loss = 4.5875e-02, PNorm = 114.3513, GNorm = 0.3545, lr_0 = 9.9985e-04
Validation prc-auc = 0.071240
Epoch 800
Loss = 4.7570e-02, PNorm = 114.4160, GNorm = 0.9345, lr_0 = 9.9985e-04
Validation prc-auc = 0.053411
Epoch 801
Loss = 5.2270e-02, PNorm = 114.4751, GNorm = 0.6804, lr_0 = 9.9985e-04
Validation prc-auc = 0.053561
Epoch 802
Loss = 2.9844e-02, PNorm = 114.5504, GNorm = 0.8437, lr_0 = 9.9985e-04
Validation prc-auc = 0.051484
Epoch 803
Loss = 7.6799e-02, PNorm = 114.6381, GNorm = 1.9640, lr_0 = 9.9985e-04
Validation prc-auc = 0.070363
Epoch 804
Loss = 1.9500e-02, PNorm = 114.7209, GNorm = 0.4485, lr_0 = 9.9985e-04
Validation prc-auc = 0.069412
Epoch 805
Loss = 2.8707e-02, PNorm = 114.7986, GNorm = 0.0766, lr_0 = 9.9985e-04
Validation prc-auc = 0.040651
Epoch 806
Loss = 4.2373e-02, PNorm = 114.8655, GNorm = 2.3289, lr_0 = 9.9985e-04
Validation prc-auc = 0.039126
Epoch 807
Loss = 4.4822e-02, PNorm = 114.9632, GNorm = 1.5032, lr_0 = 9.9985e-04
Validation prc-auc = 0.027742
Epoch 808
Loss = 3.5318e-02, PNorm = 115.0630, GNorm = 2.3778, lr_0 = 9.9985e-04
Validation prc-auc = 0.045074
Epoch 809
Loss = 6.5543e-03, PNorm = 115.1628, GNorm = 0.2323, lr_0 = 9.9985e-04
Loss = 5.8736e-02, PNorm = 115.2861, GNorm = 1.1096, lr_0 = 9.9985e-04
Validation prc-auc = 0.043299
Epoch 810
Loss = 4.3327e-02, PNorm = 115.3895, GNorm = 1.3007, lr_0 = 9.9985e-04
Validation prc-auc = 0.047801
Epoch 811
Loss = 5.8986e-02, PNorm = 115.4774, GNorm = 0.1226, lr_0 = 9.9985e-04
Validation prc-auc = 0.045567
Epoch 812
Loss = 6.3268e-02, PNorm = 115.5680, GNorm = 0.9334, lr_0 = 9.9985e-04
Validation prc-auc = 0.047559
Epoch 813
Loss = 3.4915e-02, PNorm = 115.6607, GNorm = 1.5359, lr_0 = 9.9984e-04
Validation prc-auc = 0.048747
Epoch 814
Loss = 5.7543e-02, PNorm = 115.7539, GNorm = 0.3821, lr_0 = 9.9984e-04
Validation prc-auc = 0.042736
Epoch 815
Loss = 3.6420e-02, PNorm = 115.8439, GNorm = 1.4646, lr_0 = 9.9984e-04
Validation prc-auc = 0.048198
Epoch 816
Loss = 2.7110e-02, PNorm = 115.9288, GNorm = 2.3158, lr_0 = 9.9984e-04
Validation prc-auc = 0.050153
Epoch 817
Loss = 8.8441e-02, PNorm = 116.0003, GNorm = 2.8495, lr_0 = 9.9984e-04
Validation prc-auc = 0.058648
Epoch 818
Loss = 3.0516e-02, PNorm = 116.0981, GNorm = 0.6060, lr_0 = 9.9984e-04
Validation prc-auc = 0.042658
Epoch 819
Loss = 8.3150e-02, PNorm = 116.1938, GNorm = 1.5922, lr_0 = 9.9984e-04
Loss = 7.2221e-02, PNorm = 116.2854, GNorm = 2.3876, lr_0 = 9.9984e-04
Validation prc-auc = 0.041706
Epoch 820
Loss = 4.2700e-02, PNorm = 116.3862, GNorm = 0.5593, lr_0 = 9.9984e-04
Validation prc-auc = 0.071090
Epoch 821
Loss = 3.5780e-02, PNorm = 116.4892, GNorm = 0.3769, lr_0 = 9.9984e-04
Validation prc-auc = 0.072794
Epoch 822
Loss = 1.0120e-01, PNorm = 116.5843, GNorm = 2.2646, lr_0 = 9.9984e-04
Validation prc-auc = 0.056679
Epoch 823
Loss = 4.7960e-02, PNorm = 116.7153, GNorm = 1.2395, lr_0 = 9.9984e-04
Validation prc-auc = 0.049517
Epoch 824
Loss = 2.6489e-02, PNorm = 116.8270, GNorm = 1.5841, lr_0 = 9.9984e-04
Validation prc-auc = 0.033284
Epoch 825
Loss = 7.4113e-02, PNorm = 116.9296, GNorm = 0.1544, lr_0 = 9.9984e-04
Validation prc-auc = 0.028169
Epoch 826
Loss = 8.4846e-02, PNorm = 117.0667, GNorm = 0.2710, lr_0 = 9.9983e-04
Validation prc-auc = 0.044871
Epoch 827
Loss = 9.5494e-02, PNorm = 117.2355, GNorm = 1.2647, lr_0 = 9.9983e-04
Validation prc-auc = 0.031732
Epoch 828
Loss = 9.6955e-02, PNorm = 117.3714, GNorm = 0.7438, lr_0 = 9.9983e-04
Validation prc-auc = 0.042219
Epoch 829
Loss = 3.2091e-02, PNorm = 117.4755, GNorm = 1.1029, lr_0 = 9.9983e-04
Loss = 2.9052e-02, PNorm = 117.5671, GNorm = 1.6145, lr_0 = 9.9983e-04
Validation prc-auc = 0.059572
Epoch 830
Loss = 2.4703e-02, PNorm = 117.6364, GNorm = 0.1938, lr_0 = 9.9983e-04
Validation prc-auc = 0.043645
Epoch 831
Loss = 4.9760e-02, PNorm = 117.6978, GNorm = 0.9729, lr_0 = 9.9983e-04
Validation prc-auc = 0.034361
Epoch 832
Loss = 6.9918e-02, PNorm = 117.7562, GNorm = 1.2809, lr_0 = 9.9983e-04
Validation prc-auc = 0.026419
Epoch 833
Loss = 3.6376e-02, PNorm = 117.8346, GNorm = 0.5240, lr_0 = 9.9983e-04
Validation prc-auc = 0.035269
Epoch 834
Loss = 5.9902e-02, PNorm = 117.9185, GNorm = 1.7769, lr_0 = 9.9983e-04
Validation prc-auc = 0.033093
Epoch 835
Loss = 3.8206e-02, PNorm = 118.0037, GNorm = 1.0203, lr_0 = 9.9983e-04
Validation prc-auc = 0.039675
Epoch 836
Loss = 2.6900e-02, PNorm = 118.1039, GNorm = 0.8138, lr_0 = 9.9983e-04
Validation prc-auc = 0.036535
Epoch 837
Loss = 5.9376e-02, PNorm = 118.2022, GNorm = 1.1119, lr_0 = 9.9983e-04
Validation prc-auc = 0.041462
Epoch 838
Loss = 5.7839e-02, PNorm = 118.3084, GNorm = 1.9709, lr_0 = 9.9983e-04
Validation prc-auc = 0.031175
Epoch 839
Loss = 4.2792e-02, PNorm = 118.4197, GNorm = 1.5361, lr_0 = 9.9983e-04
Loss = 4.3592e-02, PNorm = 118.5263, GNorm = 0.4911, lr_0 = 9.9982e-04
Validation prc-auc = 0.039427
Epoch 840
Loss = 5.6132e-02, PNorm = 118.6333, GNorm = 1.0714, lr_0 = 9.9982e-04
Validation prc-auc = 0.040041
Epoch 841
Loss = 5.1525e-02, PNorm = 118.7582, GNorm = 1.4218, lr_0 = 9.9982e-04
Validation prc-auc = 0.039172
Epoch 842
Loss = 8.5954e-02, PNorm = 118.8980, GNorm = 1.3320, lr_0 = 9.9982e-04
Validation prc-auc = 0.043975
Epoch 843
Loss = 7.0953e-02, PNorm = 119.0418, GNorm = 0.6256, lr_0 = 9.9982e-04
Validation prc-auc = 0.033917
Epoch 844
Loss = 5.0809e-02, PNorm = 119.1640, GNorm = 0.3865, lr_0 = 9.9982e-04
Validation prc-auc = 0.040467
Epoch 845
Loss = 3.0995e-02, PNorm = 119.2719, GNorm = 1.4415, lr_0 = 9.9982e-04
Validation prc-auc = 0.039473
Epoch 846
Loss = 4.0015e-02, PNorm = 119.3511, GNorm = 1.5510, lr_0 = 9.9982e-04
Validation prc-auc = 0.036042
Epoch 847
Loss = 4.8511e-02, PNorm = 119.4214, GNorm = 3.1045, lr_0 = 9.9982e-04
Validation prc-auc = 0.025921
Epoch 848
Loss = 4.6428e-02, PNorm = 119.5153, GNorm = 0.3269, lr_0 = 9.9982e-04
Validation prc-auc = 0.021542
Epoch 849
Loss = 8.9944e-02, PNorm = 119.6312, GNorm = 2.3486, lr_0 = 9.9982e-04
Loss = 4.6249e-02, PNorm = 119.7618, GNorm = 0.6487, lr_0 = 9.9982e-04
Validation prc-auc = 0.036357
Epoch 850
Loss = 4.5983e-02, PNorm = 119.8927, GNorm = 0.2257, lr_0 = 9.9982e-04
Validation prc-auc = 0.050325
Epoch 851
Loss = 4.5084e-02, PNorm = 119.9951, GNorm = 0.9349, lr_0 = 9.9982e-04
Validation prc-auc = 0.047439
Epoch 852
Loss = 3.7141e-02, PNorm = 120.0734, GNorm = 1.6942, lr_0 = 9.9981e-04
Validation prc-auc = 0.046445
Epoch 853
Loss = 5.0059e-02, PNorm = 120.1544, GNorm = 0.4260, lr_0 = 9.9981e-04
Validation prc-auc = 0.030066
Epoch 854
Loss = 4.2675e-02, PNorm = 120.2309, GNorm = 2.7266, lr_0 = 9.9981e-04
Validation prc-auc = 0.053326
Epoch 855
Loss = 8.0617e-02, PNorm = 120.3575, GNorm = 2.2219, lr_0 = 9.9981e-04
Validation prc-auc = 0.080088
Epoch 856
Loss = 7.3776e-02, PNorm = 120.4820, GNorm = 1.8840, lr_0 = 9.9981e-04
Validation prc-auc = 0.058922
Epoch 857
Loss = 3.9475e-02, PNorm = 120.5973, GNorm = 0.1604, lr_0 = 9.9981e-04
Validation prc-auc = 0.081939
Epoch 858
Loss = 8.1147e-02, PNorm = 120.6738, GNorm = 1.0919, lr_0 = 9.9981e-04
Validation prc-auc = 0.069443
Epoch 859
Loss = 6.2876e-02, PNorm = 120.7433, GNorm = 2.6838, lr_0 = 9.9981e-04
Loss = 6.0097e-02, PNorm = 120.7816, GNorm = 1.4251, lr_0 = 9.9981e-04
Validation prc-auc = 0.038476
Epoch 860
Loss = 3.9049e-02, PNorm = 120.8308, GNorm = 1.2262, lr_0 = 9.9981e-04
Validation prc-auc = 0.030652
Epoch 861
Loss = 6.4675e-02, PNorm = 120.9032, GNorm = 1.1395, lr_0 = 9.9981e-04
Validation prc-auc = 0.034902
Epoch 862
Loss = 3.6460e-02, PNorm = 120.9857, GNorm = 0.3467, lr_0 = 9.9981e-04
Validation prc-auc = 0.041368
Epoch 863
Loss = 6.4732e-02, PNorm = 121.0758, GNorm = 3.3872, lr_0 = 9.9981e-04
Validation prc-auc = 0.054483
Epoch 864
Loss = 4.7669e-02, PNorm = 121.1892, GNorm = 0.1947, lr_0 = 9.9981e-04
Validation prc-auc = 0.041843
Epoch 865
Loss = 1.8033e-02, PNorm = 121.2845, GNorm = 0.6147, lr_0 = 9.9981e-04
Validation prc-auc = 0.047708
Epoch 866
Loss = 2.8462e-02, PNorm = 121.3655, GNorm = 0.7646, lr_0 = 9.9980e-04
Validation prc-auc = 0.039590
Epoch 867
Loss = 4.3091e-02, PNorm = 121.4411, GNorm = 0.4982, lr_0 = 9.9980e-04
Validation prc-auc = 0.030621
Epoch 868
Loss = 4.9017e-03, PNorm = 121.5095, GNorm = 0.0903, lr_0 = 9.9980e-04
Validation prc-auc = 0.031265
Epoch 869
Loss = 7.4312e-03, PNorm = 121.5727, GNorm = 0.1788, lr_0 = 9.9980e-04
Loss = 5.3980e-02, PNorm = 121.6465, GNorm = 2.1579, lr_0 = 9.9980e-04
Validation prc-auc = 0.028941
Epoch 870
Loss = 4.0792e-02, PNorm = 121.7161, GNorm = 0.9652, lr_0 = 9.9980e-04
Validation prc-auc = 0.038408
Epoch 871
Loss = 4.8748e-02, PNorm = 121.8042, GNorm = 0.4678, lr_0 = 9.9980e-04
Validation prc-auc = 0.035140
Epoch 872
Loss = 2.5197e-02, PNorm = 121.8836, GNorm = 1.3241, lr_0 = 9.9980e-04
Validation prc-auc = 0.032889
Epoch 873
Loss = 5.6523e-02, PNorm = 121.9497, GNorm = 0.6332, lr_0 = 9.9980e-04
Validation prc-auc = 0.033168
Epoch 874
Loss = 7.9650e-02, PNorm = 122.0523, GNorm = 1.3046, lr_0 = 9.9980e-04
Validation prc-auc = 0.034648
Epoch 875
Loss = 1.3747e-02, PNorm = 122.1608, GNorm = 0.0593, lr_0 = 9.9980e-04
Validation prc-auc = 0.057829
Epoch 876
Loss = 7.3298e-02, PNorm = 122.2865, GNorm = 1.2426, lr_0 = 9.9980e-04
Validation prc-auc = 0.072042
Epoch 877
Loss = 2.2670e-01, PNorm = 122.3949, GNorm = 2.0692, lr_0 = 9.9980e-04
Validation prc-auc = 0.042293
Epoch 878
Loss = 1.5568e-02, PNorm = 122.5183, GNorm = 0.3538, lr_0 = 9.9980e-04
Validation prc-auc = 0.043652
Epoch 879
Loss = 1.3296e-02, PNorm = 122.6218, GNorm = 0.2417, lr_0 = 9.9979e-04
Loss = 5.4745e-02, PNorm = 122.7087, GNorm = 0.5272, lr_0 = 9.9979e-04
Validation prc-auc = 0.044004
Epoch 880
Loss = 3.7037e-02, PNorm = 122.7938, GNorm = 1.4672, lr_0 = 9.9979e-04
Validation prc-auc = 0.042963
Epoch 881
Loss = 5.4067e-02, PNorm = 122.8842, GNorm = 0.9227, lr_0 = 9.9979e-04
Validation prc-auc = 0.029532
Epoch 882
Loss = 5.4652e-02, PNorm = 123.0044, GNorm = 1.2610, lr_0 = 9.9979e-04
Validation prc-auc = 0.038584
Epoch 883
Loss = 4.2675e-02, PNorm = 123.1082, GNorm = 1.0194, lr_0 = 9.9979e-04
Validation prc-auc = 0.077480
Epoch 884
Loss = 2.7308e-02, PNorm = 123.1836, GNorm = 2.1608, lr_0 = 9.9979e-04
Validation prc-auc = 0.091876
Epoch 885
Loss = 5.1668e-02, PNorm = 123.2596, GNorm = 0.4750, lr_0 = 9.9979e-04
Validation prc-auc = 0.088202
Epoch 886
Loss = 3.2118e-02, PNorm = 123.3397, GNorm = 1.2346, lr_0 = 9.9979e-04
Validation prc-auc = 0.081221
Epoch 887
Loss = 2.7415e-02, PNorm = 123.4247, GNorm = 0.6573, lr_0 = 9.9979e-04
Validation prc-auc = 0.084142
Epoch 888
Loss = 5.0065e-02, PNorm = 123.5480, GNorm = 0.2203, lr_0 = 9.9979e-04
Validation prc-auc = 0.088948
Epoch 889
Loss = 1.1410e-01, PNorm = 123.7035, GNorm = 2.4686, lr_0 = 9.9979e-04
Loss = 8.2261e-02, PNorm = 123.8717, GNorm = 2.0404, lr_0 = 9.9979e-04
Validation prc-auc = 0.031438
Epoch 890
Loss = 3.2620e-02, PNorm = 124.0130, GNorm = 1.0525, lr_0 = 9.9979e-04
Validation prc-auc = 0.021862
Epoch 891
Loss = 7.6814e-02, PNorm = 124.1135, GNorm = 1.2523, lr_0 = 9.9979e-04
Validation prc-auc = 0.017015
Epoch 892
Loss = 5.6538e-02, PNorm = 124.1965, GNorm = 1.4314, lr_0 = 9.9978e-04
Validation prc-auc = 0.021825
Epoch 893
Loss = 3.8126e-02, PNorm = 124.2888, GNorm = 1.7505, lr_0 = 9.9978e-04
Validation prc-auc = 0.033308
Epoch 894
Loss = 1.0448e-01, PNorm = 124.3685, GNorm = 1.9569, lr_0 = 9.9978e-04
Validation prc-auc = 0.031238
Epoch 895
Loss = 3.8347e-02, PNorm = 124.5027, GNorm = 2.6837, lr_0 = 9.9978e-04
Validation prc-auc = 0.029045
Epoch 896
Loss = 8.2200e-02, PNorm = 124.6609, GNorm = 0.7790, lr_0 = 9.9978e-04
Validation prc-auc = 0.030711
Epoch 897
Loss = 4.7425e-02, PNorm = 124.8010, GNorm = 0.9125, lr_0 = 9.9978e-04
Validation prc-auc = 0.034824
Epoch 898
Loss = 1.1262e-01, PNorm = 124.9094, GNorm = 1.1281, lr_0 = 9.9978e-04
Validation prc-auc = 0.031725
Epoch 899
Loss = 3.7887e-02, PNorm = 124.9958, GNorm = 1.0058, lr_0 = 9.9978e-04
Loss = 6.3321e-02, PNorm = 125.0817, GNorm = 1.8302, lr_0 = 9.9978e-04
Validation prc-auc = 0.027510
Epoch 900
Loss = 2.9365e-02, PNorm = 125.1681, GNorm = 1.7286, lr_0 = 9.9978e-04
Validation prc-auc = 0.035153
Epoch 901
Loss = 3.3290e-02, PNorm = 125.2626, GNorm = 0.7709, lr_0 = 9.9978e-04
Validation prc-auc = 0.040060
Epoch 902
Loss = 4.8076e-02, PNorm = 125.3504, GNorm = 2.1919, lr_0 = 9.9978e-04
Validation prc-auc = 0.045012
Epoch 903
Loss = 5.1590e-02, PNorm = 125.4210, GNorm = 0.4307, lr_0 = 9.9978e-04
Validation prc-auc = 0.042176
Epoch 904
Loss = 1.6295e-02, PNorm = 125.4874, GNorm = 1.0159, lr_0 = 9.9978e-04
Validation prc-auc = 0.047788
Epoch 905
Loss = 7.2308e-02, PNorm = 125.5512, GNorm = 3.9557, lr_0 = 9.9977e-04
Validation prc-auc = 0.045985
Epoch 906
Loss = 6.0522e-02, PNorm = 125.6316, GNorm = 0.2268, lr_0 = 9.9977e-04
Validation prc-auc = 0.036888
Epoch 907
Loss = 1.2215e-01, PNorm = 125.7135, GNorm = 2.1957, lr_0 = 9.9977e-04
Validation prc-auc = 0.039922
Epoch 908
Loss = 5.1494e-02, PNorm = 125.7913, GNorm = 0.9289, lr_0 = 9.9977e-04
Validation prc-auc = 0.057128
Epoch 909
Loss = 1.3471e-01, PNorm = 125.8731, GNorm = 1.2961, lr_0 = 9.9977e-04
Loss = 4.7183e-02, PNorm = 125.9574, GNorm = 0.7680, lr_0 = 9.9977e-04
Validation prc-auc = 0.063206
Epoch 910
Loss = 2.3803e-02, PNorm = 126.0287, GNorm = 0.0861, lr_0 = 9.9977e-04
Validation prc-auc = 0.058403
Epoch 911
Loss = 4.7317e-02, PNorm = 126.0839, GNorm = 0.8141, lr_0 = 9.9977e-04
Validation prc-auc = 0.054532
Epoch 912
Loss = 2.4545e-02, PNorm = 126.1411, GNorm = 0.4956, lr_0 = 9.9977e-04
Validation prc-auc = 0.060577
Epoch 913
Loss = 6.0018e-02, PNorm = 126.1975, GNorm = 0.2575, lr_0 = 9.9977e-04
Validation prc-auc = 0.031483
Epoch 914
Loss = 5.2151e-02, PNorm = 126.2694, GNorm = 0.6959, lr_0 = 9.9977e-04
Validation prc-auc = 0.032277
Epoch 915
Loss = 4.8626e-02, PNorm = 126.3589, GNorm = 0.5687, lr_0 = 9.9977e-04
Validation prc-auc = 0.047352
Epoch 916
Loss = 3.7696e-02, PNorm = 126.4522, GNorm = 0.1033, lr_0 = 9.9977e-04
Validation prc-auc = 0.036343
Epoch 917
Loss = 1.6708e-02, PNorm = 126.5352, GNorm = 0.3697, lr_0 = 9.9977e-04
Validation prc-auc = 0.023932
Epoch 918
Loss = 3.0849e-02, PNorm = 126.6262, GNorm = 0.6071, lr_0 = 9.9977e-04
Validation prc-auc = 0.031685
Epoch 919
Loss = 6.2068e-02, PNorm = 126.7334, GNorm = 0.6651, lr_0 = 9.9976e-04
Loss = 6.0751e-02, PNorm = 126.8429, GNorm = 0.2443, lr_0 = 9.9976e-04
Validation prc-auc = 0.029375
Epoch 920
Loss = 8.2562e-02, PNorm = 127.0003, GNorm = 1.4938, lr_0 = 9.9976e-04
Validation prc-auc = 0.022701
Epoch 921
Loss = 5.0041e-02, PNorm = 127.1182, GNorm = 0.2843, lr_0 = 9.9976e-04
Validation prc-auc = 0.052761
Epoch 922
Loss = 4.4862e-02, PNorm = 127.2134, GNorm = 1.0592, lr_0 = 9.9976e-04
Validation prc-auc = 0.065264
Epoch 923
Loss = 1.4202e-02, PNorm = 127.2958, GNorm = 0.1813, lr_0 = 9.9976e-04
Validation prc-auc = 0.057332
Epoch 924
Loss = 3.2097e-02, PNorm = 127.3539, GNorm = 1.5592, lr_0 = 9.9976e-04
Validation prc-auc = 0.058261
Epoch 925
Loss = 1.2425e-02, PNorm = 127.4050, GNorm = 0.6967, lr_0 = 9.9976e-04
Validation prc-auc = 0.056800
Epoch 926
Loss = 8.1744e-02, PNorm = 127.4521, GNorm = 1.7252, lr_0 = 9.9976e-04
Validation prc-auc = 0.062095
Epoch 927
Loss = 1.5447e-02, PNorm = 127.5040, GNorm = 0.5924, lr_0 = 9.9976e-04
Validation prc-auc = 0.066219
Epoch 928
Loss = 5.5399e-03, PNorm = 127.5578, GNorm = 0.5700, lr_0 = 9.9976e-04
Validation prc-auc = 0.065327
Epoch 929
Loss = 7.5181e-03, PNorm = 127.6031, GNorm = 0.2298, lr_0 = 9.9976e-04
Loss = 2.2419e-02, PNorm = 127.6591, GNorm = 0.6123, lr_0 = 9.9976e-04
Validation prc-auc = 0.070584
Epoch 930
Loss = 2.6679e-02, PNorm = 127.7403, GNorm = 0.0455, lr_0 = 9.9976e-04
Validation prc-auc = 0.056216
Epoch 931
Loss = 4.3628e-02, PNorm = 127.8068, GNorm = 1.5849, lr_0 = 9.9975e-04
Validation prc-auc = 0.030992
Epoch 932
Loss = 1.9627e-02, PNorm = 127.8718, GNorm = 0.4308, lr_0 = 9.9975e-04
Validation prc-auc = 0.030436
Epoch 933
Loss = 4.1860e-02, PNorm = 127.9477, GNorm = 2.3521, lr_0 = 9.9975e-04
Validation prc-auc = 0.019709
Epoch 934
Loss = 1.4686e-02, PNorm = 128.0147, GNorm = 1.2935, lr_0 = 9.9975e-04
Validation prc-auc = 0.021869
Epoch 935
Loss = 3.6014e-02, PNorm = 128.0795, GNorm = 0.1948, lr_0 = 9.9975e-04
Validation prc-auc = 0.063410
Epoch 936
Loss = 4.4953e-02, PNorm = 128.1514, GNorm = 2.4593, lr_0 = 9.9975e-04
Validation prc-auc = 0.069512
Epoch 937
Loss = 1.2336e-01, PNorm = 128.2637, GNorm = 1.2825, lr_0 = 9.9975e-04
Validation prc-auc = 0.078960
Epoch 938
Loss = 2.9916e-02, PNorm = 128.3603, GNorm = 1.1831, lr_0 = 9.9975e-04
Validation prc-auc = 0.070105
Epoch 939
Loss = 8.1311e-02, PNorm = 128.4642, GNorm = 2.1992, lr_0 = 9.9975e-04
Loss = 5.5989e-02, PNorm = 128.5547, GNorm = 1.3822, lr_0 = 9.9975e-04
Validation prc-auc = 0.076524
Epoch 940
Loss = 3.8254e-02, PNorm = 128.6308, GNorm = 0.3764, lr_0 = 9.9975e-04
Validation prc-auc = 0.041168
Epoch 941
Loss = 3.5732e-02, PNorm = 128.7007, GNorm = 0.8237, lr_0 = 9.9975e-04
Validation prc-auc = 0.036189
Epoch 942
Loss = 3.8103e-02, PNorm = 128.7786, GNorm = 0.2955, lr_0 = 9.9975e-04
Validation prc-auc = 0.027697
Epoch 943
Loss = 3.7089e-02, PNorm = 128.8651, GNorm = 0.3582, lr_0 = 9.9975e-04
Validation prc-auc = 0.081817
Epoch 944
Loss = 5.9270e-02, PNorm = 128.9590, GNorm = 0.1220, lr_0 = 9.9975e-04
Validation prc-auc = 0.087485
Epoch 945
Loss = 1.0214e-02, PNorm = 129.0372, GNorm = 0.0542, lr_0 = 9.9974e-04
Validation prc-auc = 0.078943
Epoch 946
Loss = 7.6178e-02, PNorm = 129.1277, GNorm = 1.7473, lr_0 = 9.9974e-04
Validation prc-auc = 0.040963
Epoch 947
Loss = 6.3013e-02, PNorm = 129.2841, GNorm = 0.9214, lr_0 = 9.9974e-04
Validation prc-auc = 0.031368
Epoch 948
Loss = 2.0607e-02, PNorm = 129.4069, GNorm = 0.3507, lr_0 = 9.9974e-04
Validation prc-auc = 0.027892
Epoch 949
Loss = 8.6245e-02, PNorm = 129.4860, GNorm = 1.3652, lr_0 = 9.9974e-04
Loss = 2.3552e-02, PNorm = 129.5636, GNorm = 1.1069, lr_0 = 9.9974e-04
Validation prc-auc = 0.024448
Epoch 950
Loss = 8.0298e-02, PNorm = 129.6617, GNorm = 0.2277, lr_0 = 9.9974e-04
Validation prc-auc = 0.014627
Epoch 951
Loss = 4.7547e-02, PNorm = 129.8168, GNorm = 0.8779, lr_0 = 9.9974e-04
Validation prc-auc = 0.014409
Epoch 952
Loss = 6.2369e-02, PNorm = 129.9179, GNorm = 0.4225, lr_0 = 9.9974e-04
Validation prc-auc = 0.023578
Epoch 953
Loss = 8.0274e-02, PNorm = 130.0010, GNorm = 1.7672, lr_0 = 9.9974e-04
Validation prc-auc = 0.030011
Epoch 954
Loss = 3.5835e-02, PNorm = 130.0931, GNorm = 1.5797, lr_0 = 9.9974e-04
Validation prc-auc = 0.040357
Epoch 955
Loss = 6.6141e-02, PNorm = 130.2048, GNorm = 1.2061, lr_0 = 9.9974e-04
Validation prc-auc = 0.032264
Epoch 956
Loss = 3.8238e-02, PNorm = 130.2982, GNorm = 2.2465, lr_0 = 9.9974e-04
Validation prc-auc = 0.031708
Epoch 957
Loss = 1.5405e-02, PNorm = 130.3906, GNorm = 0.6528, lr_0 = 9.9974e-04
Validation prc-auc = 0.041432
Epoch 958
Loss = 3.2936e-02, PNorm = 130.4691, GNorm = 1.9414, lr_0 = 9.9973e-04
Validation prc-auc = 0.043741
Epoch 959
Loss = 9.3851e-02, PNorm = 130.5726, GNorm = 1.8188, lr_0 = 9.9973e-04
Loss = 6.1409e-02, PNorm = 130.6657, GNorm = 2.8236, lr_0 = 9.9973e-04
Validation prc-auc = 0.040022
Epoch 960
Loss = 5.2778e-02, PNorm = 130.7496, GNorm = 0.6050, lr_0 = 9.9973e-04
Validation prc-auc = 0.041536
Epoch 961
Loss = 4.2812e-02, PNorm = 130.8382, GNorm = 0.7179, lr_0 = 9.9973e-04
Validation prc-auc = 0.075558
Epoch 962
Loss = 5.1827e-02, PNorm = 130.9140, GNorm = 1.6497, lr_0 = 9.9973e-04
Validation prc-auc = 0.060196
Epoch 963
Loss = 2.9510e-02, PNorm = 131.0079, GNorm = 1.2153, lr_0 = 9.9973e-04
Validation prc-auc = 0.055423
Epoch 964
Loss = 6.9582e-02, PNorm = 131.1126, GNorm = 0.8646, lr_0 = 9.9973e-04
Validation prc-auc = 0.051857
Epoch 965
Loss = 5.9670e-02, PNorm = 131.2013, GNorm = 0.8818, lr_0 = 9.9973e-04
Validation prc-auc = 0.042934
Epoch 966
Loss = 3.0563e-02, PNorm = 131.2921, GNorm = 1.7559, lr_0 = 9.9973e-04
Validation prc-auc = 0.063458
Epoch 967
Loss = 4.0183e-02, PNorm = 131.3685, GNorm = 0.1803, lr_0 = 9.9973e-04
Validation prc-auc = 0.051424
Epoch 968
Loss = 5.8002e-02, PNorm = 131.4658, GNorm = 0.5802, lr_0 = 9.9973e-04
Validation prc-auc = 0.079243
Epoch 969
Loss = 1.1994e-02, PNorm = 131.5679, GNorm = 0.3150, lr_0 = 9.9973e-04
Loss = 5.3860e-02, PNorm = 131.6544, GNorm = 1.6068, lr_0 = 9.9973e-04
Validation prc-auc = 0.076349
Epoch 970
Loss = 8.6588e-02, PNorm = 131.7436, GNorm = 1.5895, lr_0 = 9.9973e-04
Validation prc-auc = 0.081316
Epoch 971
Loss = 3.5177e-02, PNorm = 131.8532, GNorm = 1.0503, lr_0 = 9.9972e-04
Validation prc-auc = 0.081790
Epoch 972
Loss = 4.5118e-02, PNorm = 131.9512, GNorm = 1.4513, lr_0 = 9.9972e-04
Validation prc-auc = 0.055433
Epoch 973
Loss = 5.7554e-02, PNorm = 132.0291, GNorm = 2.0566, lr_0 = 9.9972e-04
Validation prc-auc = 0.065694
Epoch 974
Loss = 2.7751e-02, PNorm = 132.1175, GNorm = 0.4087, lr_0 = 9.9972e-04
Validation prc-auc = 0.086534
Epoch 975
Loss = 3.2612e-02, PNorm = 132.2007, GNorm = 0.4374, lr_0 = 9.9972e-04
Validation prc-auc = 0.091680
Epoch 976
Loss = 1.1181e-01, PNorm = 132.2751, GNorm = 1.3729, lr_0 = 9.9972e-04
Validation prc-auc = 0.045563
Epoch 977
Loss = 1.0009e-01, PNorm = 132.3586, GNorm = 2.2203, lr_0 = 9.9972e-04
Validation prc-auc = 0.038584
Epoch 978
Loss = 4.5482e-02, PNorm = 132.4823, GNorm = 0.7005, lr_0 = 9.9972e-04
Validation prc-auc = 0.064944
Epoch 979
Loss = 3.8438e-03, PNorm = 132.6105, GNorm = 0.0682, lr_0 = 9.9972e-04
Loss = 6.5778e-02, PNorm = 132.7089, GNorm = 0.6600, lr_0 = 9.9972e-04
Validation prc-auc = 0.072520
Epoch 980
Loss = 3.4141e-02, PNorm = 132.7907, GNorm = 0.2953, lr_0 = 9.9972e-04
Validation prc-auc = 0.077108
Epoch 981
Loss = 4.6413e-02, PNorm = 132.8676, GNorm = 0.5140, lr_0 = 9.9972e-04
Validation prc-auc = 0.079643
Epoch 982
Loss = 2.0081e-02, PNorm = 132.9386, GNorm = 0.1312, lr_0 = 9.9972e-04
Validation prc-auc = 0.081829
Epoch 983
Loss = 1.8375e-02, PNorm = 133.0098, GNorm = 1.6188, lr_0 = 9.9972e-04
Validation prc-auc = 0.072579
Epoch 984
Loss = 3.2510e-02, PNorm = 133.0776, GNorm = 0.3029, lr_0 = 9.9971e-04
Validation prc-auc = 0.094103
Epoch 985
Loss = 9.3012e-02, PNorm = 133.1323, GNorm = 1.2136, lr_0 = 9.9971e-04
Validation prc-auc = 0.095819
Epoch 986
Loss = 2.1725e-02, PNorm = 133.2058, GNorm = 0.4148, lr_0 = 9.9971e-04
Validation prc-auc = 0.069292
Epoch 987
Loss = 1.1950e-02, PNorm = 133.3063, GNorm = 0.1384, lr_0 = 9.9971e-04
Validation prc-auc = 0.065501
Epoch 988
Loss = 4.1214e-02, PNorm = 133.3855, GNorm = 0.0655, lr_0 = 9.9971e-04
Validation prc-auc = 0.063393
Epoch 989
Loss = 5.0999e-03, PNorm = 133.4762, GNorm = 0.1610, lr_0 = 9.9971e-04
Loss = 3.7606e-02, PNorm = 133.5589, GNorm = 0.1295, lr_0 = 9.9971e-04
Validation prc-auc = 0.062481
Epoch 990
Loss = 3.9638e-02, PNorm = 133.6387, GNorm = 1.1515, lr_0 = 9.9971e-04
Validation prc-auc = 0.067099
Epoch 991
Loss = 2.2366e-02, PNorm = 133.7243, GNorm = 0.2472, lr_0 = 9.9971e-04
Validation prc-auc = 0.058127
Epoch 992
Loss = 2.6433e-02, PNorm = 133.8130, GNorm = 1.0553, lr_0 = 9.9971e-04
Validation prc-auc = 0.048985
Epoch 993
Loss = 5.5977e-02, PNorm = 133.9051, GNorm = 2.1717, lr_0 = 9.9971e-04
Validation prc-auc = 0.034959
Epoch 994
Loss = 5.8348e-02, PNorm = 133.9989, GNorm = 1.7527, lr_0 = 9.9971e-04
Validation prc-auc = 0.041172
Epoch 995
Loss = 3.4227e-02, PNorm = 134.1029, GNorm = 0.3745, lr_0 = 9.9971e-04
Validation prc-auc = 0.044585
Epoch 996
Loss = 1.8655e-02, PNorm = 134.2328, GNorm = 0.2160, lr_0 = 9.9971e-04
Validation prc-auc = 0.055959
Epoch 997
Loss = 5.7529e-02, PNorm = 134.3173, GNorm = 1.5656, lr_0 = 9.9971e-04
Validation prc-auc = 0.060021
Epoch 998
Loss = 1.2513e-02, PNorm = 134.3896, GNorm = 0.4753, lr_0 = 9.9970e-04
Validation prc-auc = 0.061924
Epoch 999
Loss = 5.4535e-03, PNorm = 134.4705, GNorm = 0.1530, lr_0 = 9.9970e-04
Loss = 4.3623e-02, PNorm = 134.5557, GNorm = 1.1834, lr_0 = 9.9970e-04
Validation prc-auc = 0.058382
Epoch 1000
Loss = 3.6577e-02, PNorm = 134.6384, GNorm = 0.2884, lr_0 = 9.9970e-04
Validation prc-auc = 0.051564
Epoch 1001
Loss = 3.4997e-02, PNorm = 134.7222, GNorm = 0.2624, lr_0 = 9.9970e-04
Validation prc-auc = 0.053722
Epoch 1002
Loss = 5.5583e-02, PNorm = 134.8233, GNorm = 1.7748, lr_0 = 9.9970e-04
Validation prc-auc = 0.054779
Epoch 1003
Loss = 6.0535e-02, PNorm = 134.9040, GNorm = 0.2690, lr_0 = 9.9970e-04
Validation prc-auc = 0.035555
Epoch 1004
Loss = 5.2842e-02, PNorm = 134.9748, GNorm = 0.8526, lr_0 = 9.9970e-04
Validation prc-auc = 0.035302
Epoch 1005
Loss = 4.1621e-02, PNorm = 135.0420, GNorm = 0.2230, lr_0 = 9.9970e-04
Validation prc-auc = 0.053000
Epoch 1006
Loss = 1.7893e-02, PNorm = 135.1168, GNorm = 1.6812, lr_0 = 9.9970e-04
Validation prc-auc = 0.080363
Epoch 1007
Loss = 2.1558e-02, PNorm = 135.1968, GNorm = 0.8076, lr_0 = 9.9970e-04
Validation prc-auc = 0.077021
Epoch 1008
Loss = 4.9525e-02, PNorm = 135.2932, GNorm = 1.2061, lr_0 = 9.9970e-04
Validation prc-auc = 0.083157
Epoch 1009
Loss = 2.3744e-01, PNorm = 135.3821, GNorm = 1.4673, lr_0 = 9.9970e-04
Loss = 2.1630e-02, PNorm = 135.4988, GNorm = 1.1584, lr_0 = 9.9970e-04
Validation prc-auc = 0.088506
Epoch 1010
Loss = 3.0782e-02, PNorm = 135.5994, GNorm = 0.0566, lr_0 = 9.9969e-04
Validation prc-auc = 0.069962
Epoch 1011
Loss = 7.3655e-02, PNorm = 135.6797, GNorm = 0.4973, lr_0 = 9.9969e-04
Validation prc-auc = 0.057098
Epoch 1012
Loss = 4.8901e-02, PNorm = 135.7729, GNorm = 0.3285, lr_0 = 9.9969e-04
Validation prc-auc = 0.059625
Epoch 1013
Loss = 8.9987e-02, PNorm = 135.8590, GNorm = 0.0563, lr_0 = 9.9969e-04
Validation prc-auc = 0.072845
Epoch 1014
Loss = 5.0958e-02, PNorm = 135.9588, GNorm = 0.9069, lr_0 = 9.9969e-04
Validation prc-auc = 0.057115
Epoch 1015
Loss = 4.8245e-02, PNorm = 136.0889, GNorm = 1.7428, lr_0 = 9.9969e-04
Validation prc-auc = 0.053588
Epoch 1016
Loss = 2.2929e-02, PNorm = 136.1936, GNorm = 0.1028, lr_0 = 9.9969e-04
Validation prc-auc = 0.051993
Epoch 1017
Loss = 7.1765e-03, PNorm = 136.2891, GNorm = 0.3043, lr_0 = 9.9969e-04
Validation prc-auc = 0.040524
Epoch 1018
Loss = 5.2925e-02, PNorm = 136.3669, GNorm = 0.7680, lr_0 = 9.9969e-04
Validation prc-auc = 0.041701
Epoch 1019
Loss = 5.6314e-03, PNorm = 136.4510, GNorm = 0.1155, lr_0 = 9.9969e-04
Loss = 4.8167e-02, PNorm = 136.5201, GNorm = 1.1127, lr_0 = 9.9969e-04
Validation prc-auc = 0.043956
Epoch 1020
Loss = 4.0150e-02, PNorm = 136.5886, GNorm = 1.1802, lr_0 = 9.9969e-04
Validation prc-auc = 0.044280
Epoch 1021
Loss = 2.7224e-02, PNorm = 136.6543, GNorm = 1.3440, lr_0 = 9.9969e-04
Validation prc-auc = 0.035144
Epoch 1022
Loss = 4.1085e-02, PNorm = 136.7312, GNorm = 0.3650, lr_0 = 9.9969e-04
Validation prc-auc = 0.028995
Epoch 1023
Loss = 4.8745e-02, PNorm = 136.8111, GNorm = 2.9116, lr_0 = 9.9969e-04
Validation prc-auc = 0.031419
Epoch 1024
Loss = 3.3095e-02, PNorm = 136.8989, GNorm = 1.3879, lr_0 = 9.9968e-04
Validation prc-auc = 0.040682
Epoch 1025
Loss = 4.1477e-02, PNorm = 136.9803, GNorm = 0.8845, lr_0 = 9.9968e-04
Validation prc-auc = 0.041886
Epoch 1026
Loss = 2.8736e-02, PNorm = 137.0607, GNorm = 1.4354, lr_0 = 9.9968e-04
Validation prc-auc = 0.041925
Epoch 1027
Loss = 5.4248e-03, PNorm = 137.1290, GNorm = 0.0789, lr_0 = 9.9968e-04
Validation prc-auc = 0.034394
Epoch 1028
Loss = 5.4470e-02, PNorm = 137.2079, GNorm = 0.8409, lr_0 = 9.9968e-04
Validation prc-auc = 0.042064
Epoch 1029
Loss = 1.2594e-01, PNorm = 137.2839, GNorm = 1.5154, lr_0 = 9.9968e-04
Loss = 5.3962e-02, PNorm = 137.3938, GNorm = 0.8920, lr_0 = 9.9968e-04
Validation prc-auc = 0.069375
Epoch 1030
Loss = 2.9794e-02, PNorm = 137.4945, GNorm = 1.2290, lr_0 = 9.9968e-04
Validation prc-auc = 0.070267
Epoch 1031
Loss = 6.4471e-02, PNorm = 137.5720, GNorm = 0.4646, lr_0 = 9.9968e-04
Validation prc-auc = 0.051658
Epoch 1032
Loss = 2.4030e-02, PNorm = 137.6489, GNorm = 0.1292, lr_0 = 9.9968e-04
Validation prc-auc = 0.047012
Epoch 1033
Loss = 5.5969e-02, PNorm = 137.7196, GNorm = 0.9457, lr_0 = 9.9968e-04
Validation prc-auc = 0.043752
Epoch 1034
Loss = 3.5094e-02, PNorm = 137.7893, GNorm = 1.0694, lr_0 = 9.9968e-04
Validation prc-auc = 0.047795
Epoch 1035
Loss = 2.7938e-02, PNorm = 137.8686, GNorm = 1.3650, lr_0 = 9.9968e-04
Validation prc-auc = 0.060563
Epoch 1036
Loss = 1.3754e-02, PNorm = 137.9540, GNorm = 1.7095, lr_0 = 9.9968e-04
Validation prc-auc = 0.058602
Epoch 1037
Loss = 1.0666e-01, PNorm = 138.0547, GNorm = 3.0393, lr_0 = 9.9968e-04
Validation prc-auc = 0.035499
Epoch 1038
Loss = 3.0058e-02, PNorm = 138.1843, GNorm = 0.5939, lr_0 = 9.9967e-04
Validation prc-auc = 0.035363
Epoch 1039
Loss = 6.4994e-03, PNorm = 138.3066, GNorm = 0.1864, lr_0 = 9.9967e-04
Loss = 5.0034e-02, PNorm = 138.4058, GNorm = 0.7536, lr_0 = 9.9967e-04
Validation prc-auc = 0.060658
Epoch 1040
Loss = 7.3350e-02, PNorm = 138.5415, GNorm = 1.6271, lr_0 = 9.9967e-04
Validation prc-auc = 0.098715
Epoch 1041
Loss = 3.5325e-02, PNorm = 138.6458, GNorm = 0.3371, lr_0 = 9.9967e-04
Validation prc-auc = 0.102465
Epoch 1042
Loss = 2.5693e-02, PNorm = 138.7278, GNorm = 1.4912, lr_0 = 9.9967e-04
Validation prc-auc = 0.101349
Epoch 1043
Loss = 7.8747e-02, PNorm = 138.8127, GNorm = 1.7151, lr_0 = 9.9967e-04
Validation prc-auc = 0.098731
Epoch 1044
Loss = 3.5860e-02, PNorm = 138.9158, GNorm = 1.0918, lr_0 = 9.9967e-04
Validation prc-auc = 0.098826
Epoch 1045
Loss = 5.9234e-02, PNorm = 139.0261, GNorm = 1.2136, lr_0 = 9.9967e-04
Validation prc-auc = 0.071446
Epoch 1046
Loss = 4.7746e-03, PNorm = 139.1359, GNorm = 0.3691, lr_0 = 9.9967e-04
Validation prc-auc = 0.068198
Epoch 1047
Loss = 3.2074e-02, PNorm = 139.2229, GNorm = 1.4094, lr_0 = 9.9967e-04
Validation prc-auc = 0.066019
Epoch 1048
Loss = 3.6913e-02, PNorm = 139.3016, GNorm = 0.5699, lr_0 = 9.9967e-04
Validation prc-auc = 0.058346
Epoch 1049
Loss = 1.1081e-01, PNorm = 139.3704, GNorm = 2.0519, lr_0 = 9.9967e-04
Loss = 9.0541e-02, PNorm = 139.4752, GNorm = 0.1822, lr_0 = 9.9967e-04
Validation prc-auc = 0.059323
Epoch 1050
Loss = 5.1357e-02, PNorm = 139.6117, GNorm = 1.7030, lr_0 = 9.9966e-04
Validation prc-auc = 0.034075
Epoch 1051
Loss = 4.2424e-02, PNorm = 139.7262, GNorm = 1.3074, lr_0 = 9.9966e-04
Validation prc-auc = 0.062847
Epoch 1052
Loss = 4.8604e-02, PNorm = 139.8208, GNorm = 1.5023, lr_0 = 9.9966e-04
Validation prc-auc = 0.087823
Epoch 1053
Loss = 3.5106e-02, PNorm = 139.9026, GNorm = 2.0303, lr_0 = 9.9966e-04
Validation prc-auc = 0.076100
Epoch 1054
Loss = 3.5859e-02, PNorm = 139.9794, GNorm = 1.1265, lr_0 = 9.9966e-04
Validation prc-auc = 0.074485
Epoch 1055
Loss = 3.0364e-02, PNorm = 140.0482, GNorm = 0.1796, lr_0 = 9.9966e-04
Validation prc-auc = 0.060204
Epoch 1056
Loss = 1.6015e-02, PNorm = 140.0982, GNorm = 0.7167, lr_0 = 9.9966e-04
Validation prc-auc = 0.056243
Epoch 1057
Loss = 9.7162e-03, PNorm = 140.1498, GNorm = 0.0616, lr_0 = 9.9966e-04
Validation prc-auc = 0.056936
Epoch 1058
Loss = 1.5860e-02, PNorm = 140.1902, GNorm = 0.1722, lr_0 = 9.9966e-04
Validation prc-auc = 0.054523
Epoch 1059
Loss = 2.0284e-03, PNorm = 140.2371, GNorm = 0.0524, lr_0 = 9.9966e-04
Loss = 4.7261e-02, PNorm = 140.2867, GNorm = 1.0380, lr_0 = 9.9966e-04
Validation prc-auc = 0.054726
Epoch 1060
Loss = 5.6884e-02, PNorm = 140.4110, GNorm = 1.5245, lr_0 = 9.9966e-04
Validation prc-auc = 0.056963
Epoch 1061
Loss = 6.3570e-02, PNorm = 140.5476, GNorm = 2.1618, lr_0 = 9.9966e-04
Validation prc-auc = 0.066834
Epoch 1062
Loss = 3.9004e-02, PNorm = 140.6681, GNorm = 0.4079, lr_0 = 9.9966e-04
Validation prc-auc = 0.050732
Epoch 1063
Loss = 5.4052e-02, PNorm = 140.7601, GNorm = 0.1854, lr_0 = 9.9966e-04
Validation prc-auc = 0.064516
Epoch 1064
Loss = 1.4829e-02, PNorm = 140.8176, GNorm = 0.3369, lr_0 = 9.9965e-04
Validation prc-auc = 0.067624
Epoch 1065
Loss = 9.8803e-03, PNorm = 140.8608, GNorm = 0.1870, lr_0 = 9.9965e-04
Validation prc-auc = 0.064890
Epoch 1066
Loss = 1.7556e-02, PNorm = 140.9075, GNorm = 0.7291, lr_0 = 9.9965e-04
Validation prc-auc = 0.060440
Epoch 1067
Loss = 5.8705e-02, PNorm = 140.9836, GNorm = 0.2141, lr_0 = 9.9965e-04
Validation prc-auc = 0.048541
Epoch 1068
Loss = 9.8597e-03, PNorm = 141.0849, GNorm = 0.1207, lr_0 = 9.9965e-04
Validation prc-auc = 0.056889
Epoch 1069
Loss = 1.3100e-03, PNorm = 141.1559, GNorm = 0.0311, lr_0 = 9.9965e-04
Loss = 3.6183e-02, PNorm = 141.2465, GNorm = 0.1263, lr_0 = 9.9965e-04
Validation prc-auc = 0.074467
Epoch 1070
Loss = 2.0376e-02, PNorm = 141.3227, GNorm = 0.0367, lr_0 = 9.9965e-04
Validation prc-auc = 0.079514
Epoch 1071
Loss = 4.1774e-02, PNorm = 141.3918, GNorm = 0.6276, lr_0 = 9.9965e-04
Validation prc-auc = 0.077760
Epoch 1072
Loss = 3.7689e-02, PNorm = 141.4733, GNorm = 1.4654, lr_0 = 9.9965e-04
Validation prc-auc = 0.077924
Epoch 1073
Loss = 1.8896e-02, PNorm = 141.5588, GNorm = 0.3993, lr_0 = 9.9965e-04
Validation prc-auc = 0.084765
Epoch 1074
Loss = 2.4283e-02, PNorm = 141.6380, GNorm = 1.3198, lr_0 = 9.9965e-04
Validation prc-auc = 0.088511
Epoch 1075
Loss = 1.9593e-02, PNorm = 141.7212, GNorm = 0.1339, lr_0 = 9.9965e-04
Validation prc-auc = 0.067754
Epoch 1076
Loss = 6.5339e-02, PNorm = 141.7821, GNorm = 1.6134, lr_0 = 9.9965e-04
Validation prc-auc = 0.053341
Epoch 1077
Loss = 3.3523e-03, PNorm = 141.8508, GNorm = 0.0295, lr_0 = 9.9964e-04
Validation prc-auc = 0.045169
Epoch 1078
Loss = 1.4274e-02, PNorm = 141.9372, GNorm = 0.6701, lr_0 = 9.9964e-04
Validation prc-auc = 0.062021
Epoch 1079
Loss = 8.2139e-02, PNorm = 142.0193, GNorm = 2.2360, lr_0 = 9.9964e-04
Loss = 2.5909e-02, PNorm = 142.1135, GNorm = 0.7478, lr_0 = 9.9964e-04
Validation prc-auc = 0.068259
Epoch 1080
Loss = 6.1986e-02, PNorm = 142.1991, GNorm = 1.6667, lr_0 = 9.9964e-04
Validation prc-auc = 0.077179
Epoch 1081
Loss = 4.4069e-02, PNorm = 142.3010, GNorm = 0.5879, lr_0 = 9.9964e-04
Validation prc-auc = 0.077847
Epoch 1082
Loss = 6.2888e-02, PNorm = 142.3776, GNorm = 0.3489, lr_0 = 9.9964e-04
Validation prc-auc = 0.069393
Epoch 1083
Loss = 2.0470e-02, PNorm = 142.4339, GNorm = 0.1712, lr_0 = 9.9964e-04
Validation prc-auc = 0.078903
Epoch 1084
Loss = 3.0534e-02, PNorm = 142.5048, GNorm = 0.7461, lr_0 = 9.9964e-04
Validation prc-auc = 0.070153
Epoch 1085
Loss = 5.0801e-02, PNorm = 142.5847, GNorm = 2.0687, lr_0 = 9.9964e-04
Validation prc-auc = 0.072905
Epoch 1086
Loss = 3.4830e-02, PNorm = 142.6873, GNorm = 0.3669, lr_0 = 9.9964e-04
Validation prc-auc = 0.074495
Epoch 1087
Loss = 5.5528e-02, PNorm = 142.7820, GNorm = 1.9381, lr_0 = 9.9964e-04
Validation prc-auc = 0.072224
Epoch 1088
Loss = 1.6765e-02, PNorm = 142.8820, GNorm = 0.1500, lr_0 = 9.9964e-04
Validation prc-auc = 0.053622
Epoch 1089
Loss = 4.3315e-02, PNorm = 142.9678, GNorm = 1.2189, lr_0 = 9.9964e-04
Loss = 2.2193e-02, PNorm = 143.0515, GNorm = 0.2076, lr_0 = 9.9964e-04
Validation prc-auc = 0.063298
Epoch 1090
Loss = 7.8117e-02, PNorm = 143.1277, GNorm = 2.4393, lr_0 = 9.9963e-04
Validation prc-auc = 0.051301
Epoch 1091
Loss = 6.5476e-02, PNorm = 143.2261, GNorm = 1.8315, lr_0 = 9.9963e-04
Validation prc-auc = 0.057115
Epoch 1092
Loss = 3.9002e-02, PNorm = 143.3280, GNorm = 0.0922, lr_0 = 9.9963e-04
Validation prc-auc = 0.062486
Epoch 1093
Loss = 6.1013e-02, PNorm = 143.4114, GNorm = 1.8415, lr_0 = 9.9963e-04
Validation prc-auc = 0.082041
Epoch 1094
Loss = 1.2460e-02, PNorm = 143.4975, GNorm = 0.4998, lr_0 = 9.9963e-04
Validation prc-auc = 0.077404
Epoch 1095
Loss = 3.3829e-02, PNorm = 143.5649, GNorm = 1.3665, lr_0 = 9.9963e-04
Validation prc-auc = 0.067006
Epoch 1096
Loss = 8.5152e-02, PNorm = 143.6216, GNorm = 1.1161, lr_0 = 9.9963e-04
Validation prc-auc = 0.026032
Epoch 1097
Loss = 5.3018e-02, PNorm = 143.6993, GNorm = 1.8303, lr_0 = 9.9963e-04
Validation prc-auc = 0.046562
Epoch 1098
Loss = 3.3831e-02, PNorm = 143.7777, GNorm = 0.2748, lr_0 = 9.9963e-04
Validation prc-auc = 0.049196
Epoch 1099
Loss = 4.0363e-03, PNorm = 143.8497, GNorm = 0.1098, lr_0 = 9.9963e-04
Loss = 2.0262e-02, PNorm = 143.9079, GNorm = 0.9129, lr_0 = 9.9963e-04
Validation prc-auc = 0.047220
Epoch 1100
Loss = 2.1184e-02, PNorm = 143.9640, GNorm = 0.0930, lr_0 = 9.9963e-04
Validation prc-auc = 0.042005
Epoch 1101
Loss = 3.8492e-02, PNorm = 144.0197, GNorm = 1.3070, lr_0 = 9.9963e-04
Validation prc-auc = 0.054983
Epoch 1102
Loss = 1.5123e-02, PNorm = 144.0624, GNorm = 0.4514, lr_0 = 9.9963e-04
Validation prc-auc = 0.055939
Epoch 1103
Loss = 2.1766e-02, PNorm = 144.1198, GNorm = 1.4885, lr_0 = 9.9962e-04
Validation prc-auc = 0.062943
Epoch 1104
Loss = 3.7524e-02, PNorm = 144.1797, GNorm = 0.0150, lr_0 = 9.9962e-04
Validation prc-auc = 0.067467
Epoch 1105
Loss = 3.2419e-02, PNorm = 144.2494, GNorm = 0.3825, lr_0 = 9.9962e-04
Validation prc-auc = 0.070595
Epoch 1106
Loss = 5.0995e-02, PNorm = 144.3054, GNorm = 0.6323, lr_0 = 9.9962e-04
Validation prc-auc = 0.066387
Epoch 1107
Loss = 1.5516e-02, PNorm = 144.3629, GNorm = 0.2469, lr_0 = 9.9962e-04
Validation prc-auc = 0.056066
Epoch 1108
Loss = 4.9534e-03, PNorm = 144.4281, GNorm = 0.1140, lr_0 = 9.9962e-04
Validation prc-auc = 0.066487
Epoch 1109
Loss = 1.7111e-02, PNorm = 144.5060, GNorm = 0.5285, lr_0 = 9.9962e-04
Loss = 5.7150e-02, PNorm = 144.5778, GNorm = 1.9178, lr_0 = 9.9962e-04
Validation prc-auc = 0.052247
Epoch 1110
Loss = 5.3582e-02, PNorm = 144.6821, GNorm = 3.6795, lr_0 = 9.9962e-04
Validation prc-auc = 0.082090
Epoch 1111
Loss = 8.0546e-02, PNorm = 144.8258, GNorm = 1.4356, lr_0 = 9.9962e-04
Validation prc-auc = 0.068006
Epoch 1112
Loss = 4.8180e-02, PNorm = 144.9553, GNorm = 0.9130, lr_0 = 9.9962e-04
Validation prc-auc = 0.061723
Epoch 1113
Loss = 2.3109e-02, PNorm = 145.0542, GNorm = 0.4674, lr_0 = 9.9962e-04
Validation prc-auc = 0.066334
Epoch 1114
Loss = 6.2469e-02, PNorm = 145.1341, GNorm = 0.2173, lr_0 = 9.9962e-04
Validation prc-auc = 0.064894
Epoch 1115
Loss = 4.0904e-02, PNorm = 145.1910, GNorm = 1.2094, lr_0 = 9.9962e-04
Validation prc-auc = 0.069227
Epoch 1116
Loss = 2.5123e-02, PNorm = 145.2713, GNorm = 1.7890, lr_0 = 9.9962e-04
Validation prc-auc = 0.072445
Epoch 1117
Loss = 1.6617e-02, PNorm = 145.3495, GNorm = 0.2541, lr_0 = 9.9961e-04
Validation prc-auc = 0.074088
Epoch 1118
Loss = 8.8156e-03, PNorm = 145.4185, GNorm = 0.1460, lr_0 = 9.9961e-04
Validation prc-auc = 0.074102
Epoch 1119
Loss = 4.6045e-03, PNorm = 145.4878, GNorm = 0.1158, lr_0 = 9.9961e-04
Loss = 6.1850e-02, PNorm = 145.5689, GNorm = 0.8206, lr_0 = 9.9961e-04
Validation prc-auc = 0.087678
Epoch 1120
Loss = 3.4854e-02, PNorm = 145.6625, GNorm = 0.0623, lr_0 = 9.9961e-04
Validation prc-auc = 0.091925
Epoch 1121
Loss = 4.8086e-02, PNorm = 145.7719, GNorm = 1.2026, lr_0 = 9.9961e-04
Validation prc-auc = 0.068600
Epoch 1122
Loss = 4.8155e-02, PNorm = 145.8935, GNorm = 0.1202, lr_0 = 9.9961e-04
Validation prc-auc = 0.084739
Epoch 1123
Loss = 3.8994e-02, PNorm = 146.0007, GNorm = 0.1345, lr_0 = 9.9961e-04
Validation prc-auc = 0.042616
Epoch 1124
Loss = 1.9911e-02, PNorm = 146.0882, GNorm = 0.1146, lr_0 = 9.9961e-04
Validation prc-auc = 0.041592
Epoch 1125
Loss = 1.7588e-02, PNorm = 146.1625, GNorm = 1.3870, lr_0 = 9.9961e-04
Validation prc-auc = 0.074779
Epoch 1126
Loss = 1.8224e-02, PNorm = 146.2431, GNorm = 0.8542, lr_0 = 9.9961e-04
Validation prc-auc = 0.094572
Epoch 1127
Loss = 4.8718e-02, PNorm = 146.3420, GNorm = 0.6840, lr_0 = 9.9961e-04
Validation prc-auc = 0.080981
Epoch 1128
Loss = 5.8208e-02, PNorm = 146.4442, GNorm = 0.3576, lr_0 = 9.9961e-04
Validation prc-auc = 0.083153
Epoch 1129
Loss = 2.3876e-01, PNorm = 146.5267, GNorm = 1.1073, lr_0 = 9.9961e-04
Loss = 2.6720e-02, PNorm = 146.6070, GNorm = 0.9667, lr_0 = 9.9960e-04
Validation prc-auc = 0.079890
Epoch 1130
Loss = 2.7115e-02, PNorm = 146.6824, GNorm = 0.1676, lr_0 = 9.9960e-04
Validation prc-auc = 0.087266
Epoch 1131
Loss = 3.8840e-02, PNorm = 146.7501, GNorm = 1.4294, lr_0 = 9.9960e-04
Validation prc-auc = 0.081238
Epoch 1132
Loss = 1.4689e-02, PNorm = 146.8107, GNorm = 0.0834, lr_0 = 9.9960e-04
Validation prc-auc = 0.075296
Epoch 1133
Loss = 3.2643e-02, PNorm = 146.9102, GNorm = 0.0957, lr_0 = 9.9960e-04
Validation prc-auc = 0.071814
Epoch 1134
Loss = 4.9594e-02, PNorm = 147.0365, GNorm = 2.3829, lr_0 = 9.9960e-04
Validation prc-auc = 0.074312
Epoch 1135
Loss = 5.2562e-02, PNorm = 147.1736, GNorm = 0.8979, lr_0 = 9.9960e-04
Validation prc-auc = 0.034364
Epoch 1136
Loss = 2.5897e-02, PNorm = 147.3193, GNorm = 1.4986, lr_0 = 9.9960e-04
Validation prc-auc = 0.042708
Epoch 1137
Loss = 2.8734e-02, PNorm = 147.4810, GNorm = 2.3234, lr_0 = 9.9960e-04
Validation prc-auc = 0.039595
Epoch 1138
Loss = 7.6710e-02, PNorm = 147.6353, GNorm = 0.8940, lr_0 = 9.9960e-04
Validation prc-auc = 0.049108
Epoch 1139
Loss = 1.0370e-02, PNorm = 147.7695, GNorm = 0.5931, lr_0 = 9.9960e-04
Loss = 2.4146e-02, PNorm = 147.9120, GNorm = 1.4303, lr_0 = 9.9960e-04
Validation prc-auc = 0.051399
Epoch 1140
Loss = 4.0408e-02, PNorm = 148.0123, GNorm = 0.4614, lr_0 = 9.9960e-04
Validation prc-auc = 0.049220
Epoch 1141
Loss = 7.5698e-02, PNorm = 148.1067, GNorm = 1.4788, lr_0 = 9.9960e-04
Validation prc-auc = 0.044985
Epoch 1142
Loss = 2.4046e-02, PNorm = 148.2060, GNorm = 0.0919, lr_0 = 9.9960e-04
Validation prc-auc = 0.047729
Epoch 1143
Loss = 8.1760e-02, PNorm = 148.2924, GNorm = 1.1105, lr_0 = 9.9959e-04
Validation prc-auc = 0.046784
Epoch 1144
Loss = 6.9327e-02, PNorm = 148.4207, GNorm = 0.9101, lr_0 = 9.9959e-04
Validation prc-auc = 0.052463
Epoch 1145
Loss = 5.1164e-02, PNorm = 148.5479, GNorm = 0.9929, lr_0 = 9.9959e-04
Validation prc-auc = 0.065386
Epoch 1146
Loss = 7.7080e-02, PNorm = 148.6539, GNorm = 0.9401, lr_0 = 9.9959e-04
Validation prc-auc = 0.074349
Epoch 1147
Loss = 2.3038e-02, PNorm = 148.7574, GNorm = 0.8517, lr_0 = 9.9959e-04
Validation prc-auc = 0.059147
Epoch 1148
Loss = 6.5511e-02, PNorm = 148.8482, GNorm = 0.1242, lr_0 = 9.9959e-04
Validation prc-auc = 0.059918
Epoch 1149
Loss = 4.8773e-03, PNorm = 148.9381, GNorm = 0.2035, lr_0 = 9.9959e-04
Loss = 4.1728e-02, PNorm = 149.0055, GNorm = 1.9173, lr_0 = 9.9959e-04
Validation prc-auc = 0.066655
Epoch 1150
Loss = 5.3656e-02, PNorm = 149.0958, GNorm = 0.2711, lr_0 = 9.9959e-04
Validation prc-auc = 0.060516
Epoch 1151
Loss = 2.3436e-02, PNorm = 149.1883, GNorm = 0.9370, lr_0 = 9.9959e-04
Validation prc-auc = 0.064214
Epoch 1152
Loss = 5.5962e-02, PNorm = 149.2832, GNorm = 0.5892, lr_0 = 9.9959e-04
Validation prc-auc = 0.082462
Epoch 1153
Loss = 8.6500e-02, PNorm = 149.3749, GNorm = 0.8444, lr_0 = 9.9959e-04
Validation prc-auc = 0.062842
Epoch 1154
Loss = 5.7510e-02, PNorm = 149.4692, GNorm = 1.6418, lr_0 = 9.9959e-04
Validation prc-auc = 0.078668
Epoch 1155
Loss = 7.6695e-02, PNorm = 149.5523, GNorm = 0.2458, lr_0 = 9.9959e-04
Validation prc-auc = 0.078086
Epoch 1156
Loss = 3.2505e-02, PNorm = 149.6353, GNorm = 0.7487, lr_0 = 9.9958e-04
Validation prc-auc = 0.077189
Epoch 1157
Loss = 2.6216e-02, PNorm = 149.7236, GNorm = 1.6472, lr_0 = 9.9958e-04
Validation prc-auc = 0.069503
Epoch 1158
Loss = 9.6237e-03, PNorm = 149.8130, GNorm = 0.0820, lr_0 = 9.9958e-04
Validation prc-auc = 0.084681
Epoch 1159
Loss = 1.3137e-02, PNorm = 149.9147, GNorm = 0.6284, lr_0 = 9.9958e-04
Loss = 4.4368e-02, PNorm = 149.9858, GNorm = 1.6051, lr_0 = 9.9958e-04
Validation prc-auc = 0.071202
Epoch 1160
Loss = 3.4594e-02, PNorm = 150.0558, GNorm = 1.1673, lr_0 = 9.9958e-04
Validation prc-auc = 0.050826
Epoch 1161
Loss = 4.4434e-02, PNorm = 150.1459, GNorm = 0.7157, lr_0 = 9.9958e-04
Validation prc-auc = 0.053968
Epoch 1162
Loss = 7.9999e-02, PNorm = 150.2048, GNorm = 1.1272, lr_0 = 9.9958e-04
Validation prc-auc = 0.061060
Epoch 1163
Loss = 4.2528e-02, PNorm = 150.2836, GNorm = 0.3421, lr_0 = 9.9958e-04
Validation prc-auc = 0.060146
Epoch 1164
Loss = 2.8745e-02, PNorm = 150.3547, GNorm = 2.0255, lr_0 = 9.9958e-04
Validation prc-auc = 0.059182
Epoch 1165
Loss = 1.6537e-02, PNorm = 150.4167, GNorm = 0.6744, lr_0 = 9.9958e-04
Validation prc-auc = 0.055308
Epoch 1166
Loss = 3.3911e-02, PNorm = 150.4848, GNorm = 0.4275, lr_0 = 9.9958e-04
Validation prc-auc = 0.055927
Epoch 1167
Loss = 1.2348e-02, PNorm = 150.5531, GNorm = 1.1279, lr_0 = 9.9958e-04
Validation prc-auc = 0.072140
Epoch 1168
Loss = 8.0148e-02, PNorm = 150.6250, GNorm = 0.0341, lr_0 = 9.9958e-04
Validation prc-auc = 0.071964
Epoch 1169
Loss = 4.6200e-02, PNorm = 150.7039, GNorm = 1.8999, lr_0 = 9.9958e-04
Loss = 6.2089e-02, PNorm = 150.7787, GNorm = 1.2376, lr_0 = 9.9957e-04
Validation prc-auc = 0.074202
Epoch 1170
Loss = 3.3534e-02, PNorm = 150.9088, GNorm = 0.0235, lr_0 = 9.9957e-04
Validation prc-auc = 0.077870
Epoch 1171
Loss = 4.9942e-02, PNorm = 151.0447, GNorm = 0.7808, lr_0 = 9.9957e-04
Validation prc-auc = 0.081147
Epoch 1172
Loss = 3.7401e-02, PNorm = 151.1770, GNorm = 0.4569, lr_0 = 9.9957e-04
Validation prc-auc = 0.079928
Epoch 1173
Loss = 3.3661e-02, PNorm = 151.3201, GNorm = 1.2302, lr_0 = 9.9957e-04
Validation prc-auc = 0.063917
Epoch 1174
Loss = 5.2502e-02, PNorm = 151.4213, GNorm = 0.8701, lr_0 = 9.9957e-04
Validation prc-auc = 0.047692
Epoch 1175
Loss = 2.2813e-02, PNorm = 151.4940, GNorm = 0.4566, lr_0 = 9.9957e-04
Validation prc-auc = 0.052804
Epoch 1176
Loss = 1.6070e-02, PNorm = 151.5815, GNorm = 1.4441, lr_0 = 9.9957e-04
Validation prc-auc = 0.045824
Epoch 1177
Loss = 1.9699e-02, PNorm = 151.6736, GNorm = 1.2299, lr_0 = 9.9957e-04
Validation prc-auc = 0.080537
Epoch 1178
Loss = 7.7603e-02, PNorm = 151.7681, GNorm = 1.3084, lr_0 = 9.9957e-04
Validation prc-auc = 0.080396
Epoch 1179
Loss = 1.0416e-02, PNorm = 151.8532, GNorm = 0.5358, lr_0 = 9.9957e-04
Loss = 4.2255e-02, PNorm = 151.9319, GNorm = 1.2224, lr_0 = 9.9957e-04
Validation prc-auc = 0.084067
Epoch 1180
Loss = 2.7542e-02, PNorm = 152.0290, GNorm = 1.0180, lr_0 = 9.9957e-04
Validation prc-auc = 0.106232
Epoch 1181
Loss = 1.5454e-02, PNorm = 152.1078, GNorm = 1.7382, lr_0 = 9.9957e-04
Validation prc-auc = 0.100078
Epoch 1182
Loss = 6.5276e-02, PNorm = 152.1712, GNorm = 1.7135, lr_0 = 9.9956e-04
Validation prc-auc = 0.101024
Epoch 1183
Loss = 1.8167e-02, PNorm = 152.2480, GNorm = 0.0433, lr_0 = 9.9956e-04
Validation prc-auc = 0.087050
Epoch 1184
Loss = 4.2239e-02, PNorm = 152.3175, GNorm = 0.1968, lr_0 = 9.9956e-04
Validation prc-auc = 0.070697
Epoch 1185
Loss = 3.9810e-02, PNorm = 152.4002, GNorm = 1.2384, lr_0 = 9.9956e-04
Validation prc-auc = 0.057300
Epoch 1186
Loss = 3.2225e-02, PNorm = 152.4807, GNorm = 2.4222, lr_0 = 9.9956e-04
Validation prc-auc = 0.059359
Epoch 1187
Loss = 5.8852e-03, PNorm = 152.5456, GNorm = 0.0610, lr_0 = 9.9956e-04
Validation prc-auc = 0.049904
Epoch 1188
Loss = 1.2431e-01, PNorm = 152.6144, GNorm = 1.6625, lr_0 = 9.9956e-04
Validation prc-auc = 0.037256
Epoch 1189
Loss = 1.3623e-01, PNorm = 152.6921, GNorm = 1.8828, lr_0 = 9.9956e-04
Loss = 5.2588e-02, PNorm = 152.7798, GNorm = 2.8166, lr_0 = 9.9956e-04
Validation prc-auc = 0.032355
Epoch 1190
Loss = 5.1175e-02, PNorm = 152.8726, GNorm = 0.1768, lr_0 = 9.9956e-04
Validation prc-auc = 0.025438
Epoch 1191
Loss = 3.7689e-02, PNorm = 152.9591, GNorm = 0.5107, lr_0 = 9.9956e-04
Validation prc-auc = 0.020643
Epoch 1192
Loss = 4.8061e-02, PNorm = 153.0386, GNorm = 1.0533, lr_0 = 9.9956e-04
Validation prc-auc = 0.030776
Epoch 1193
Loss = 4.0555e-02, PNorm = 153.1143, GNorm = 0.0870, lr_0 = 9.9956e-04
Validation prc-auc = 0.041497
Epoch 1194
Loss = 3.5991e-02, PNorm = 153.1958, GNorm = 1.6192, lr_0 = 9.9956e-04
Validation prc-auc = 0.046315
Epoch 1195
Loss = 5.7248e-03, PNorm = 153.2707, GNorm = 0.3669, lr_0 = 9.9956e-04
Validation prc-auc = 0.043788
Epoch 1196
Loss = 9.1820e-02, PNorm = 153.3497, GNorm = 3.8052, lr_0 = 9.9955e-04
Validation prc-auc = 0.039015
Epoch 1197
Loss = 3.3111e-02, PNorm = 153.4448, GNorm = 0.3481, lr_0 = 9.9955e-04
Validation prc-auc = 0.030043
Epoch 1198
Loss = 2.0732e-02, PNorm = 153.5282, GNorm = 0.0790, lr_0 = 9.9955e-04
Validation prc-auc = 0.063474
Epoch 1199
Loss = 3.5483e-02, PNorm = 153.6035, GNorm = 1.2397, lr_0 = 9.9955e-04
Loss = 4.7023e-02, PNorm = 153.6956, GNorm = 1.4480, lr_0 = 9.9955e-04
Validation prc-auc = 0.056364
Epoch 1200
Loss = 7.9733e-02, PNorm = 153.7937, GNorm = 0.1896, lr_0 = 9.9955e-04
Validation prc-auc = 0.035806
Epoch 1201
Loss = 7.7990e-02, PNorm = 153.9145, GNorm = 1.1196, lr_0 = 9.9955e-04
Validation prc-auc = 0.043470
Epoch 1202
Loss = 6.7986e-02, PNorm = 154.0181, GNorm = 0.1692, lr_0 = 9.9955e-04
Validation prc-auc = 0.032927
Epoch 1203
Loss = 5.6912e-02, PNorm = 154.1273, GNorm = 0.9396, lr_0 = 9.9955e-04
Validation prc-auc = 0.033134
Epoch 1204
Loss = 1.5118e-02, PNorm = 154.2144, GNorm = 0.2776, lr_0 = 9.9955e-04
Validation prc-auc = 0.033649
Epoch 1205
Loss = 3.5877e-02, PNorm = 154.2838, GNorm = 1.5796, lr_0 = 9.9955e-04
Validation prc-auc = 0.044020
Epoch 1206
Loss = 5.0010e-03, PNorm = 154.3403, GNorm = 0.2957, lr_0 = 9.9955e-04
Validation prc-auc = 0.044866
Epoch 1207
Loss = 3.7829e-03, PNorm = 154.4008, GNorm = 0.1032, lr_0 = 9.9955e-04
Validation prc-auc = 0.036265
Epoch 1208
Loss = 7.3992e-02, PNorm = 154.4554, GNorm = 2.1889, lr_0 = 9.9955e-04
Validation prc-auc = 0.037326
Epoch 1209
Loss = 1.5823e-03, PNorm = 154.5307, GNorm = 0.0291, lr_0 = 9.9954e-04
Loss = 8.7813e-02, PNorm = 154.6181, GNorm = 1.2548, lr_0 = 9.9954e-04
Validation prc-auc = 0.037329
Epoch 1210
Loss = 5.5606e-02, PNorm = 154.7242, GNorm = 0.9301, lr_0 = 9.9954e-04
Validation prc-auc = 0.032490
Epoch 1211
Loss = 5.0872e-02, PNorm = 154.8522, GNorm = 1.3629, lr_0 = 9.9954e-04
Validation prc-auc = 0.045599
Epoch 1212
Loss = 4.7902e-02, PNorm = 154.9632, GNorm = 1.0488, lr_0 = 9.9954e-04
Validation prc-auc = 0.058228
Epoch 1213
Loss = 2.7611e-02, PNorm = 155.0573, GNorm = 2.2600, lr_0 = 9.9954e-04
Validation prc-auc = 0.062708
Epoch 1214
Loss = 5.5327e-02, PNorm = 155.1614, GNorm = 0.4758, lr_0 = 9.9954e-04
Validation prc-auc = 0.053063
Epoch 1215
Loss = 2.4230e-02, PNorm = 155.2319, GNorm = 0.7419, lr_0 = 9.9954e-04
Validation prc-auc = 0.053687
Epoch 1216
Loss = 1.8297e-02, PNorm = 155.3184, GNorm = 0.3971, lr_0 = 9.9954e-04
Validation prc-auc = 0.057945
Epoch 1217
Loss = 3.4564e-02, PNorm = 155.3842, GNorm = 1.4202, lr_0 = 9.9954e-04
Validation prc-auc = 0.056351
Epoch 1218
Loss = 1.1481e-02, PNorm = 155.4554, GNorm = 0.5098, lr_0 = 9.9954e-04
Validation prc-auc = 0.055501
Epoch 1219
Loss = 7.2981e-03, PNorm = 155.5197, GNorm = 0.1259, lr_0 = 9.9954e-04
Loss = 7.6868e-02, PNorm = 155.5842, GNorm = 0.7596, lr_0 = 9.9954e-04
Validation prc-auc = 0.044244
Epoch 1220
Loss = 4.6846e-02, PNorm = 155.6711, GNorm = 1.1149, lr_0 = 9.9954e-04
Validation prc-auc = 0.029441
Epoch 1221
Loss = 2.9880e-02, PNorm = 155.7690, GNorm = 0.6675, lr_0 = 9.9954e-04
Validation prc-auc = 0.049371
Epoch 1222
Loss = 1.6902e-02, PNorm = 155.8426, GNorm = 1.5566, lr_0 = 9.9953e-04
Validation prc-auc = 0.058807
Epoch 1223
Loss = 6.6871e-02, PNorm = 155.9089, GNorm = 0.5835, lr_0 = 9.9953e-04
Validation prc-auc = 0.062821
Epoch 1224
Loss = 2.8608e-02, PNorm = 155.9808, GNorm = 0.0322, lr_0 = 9.9953e-04
Validation prc-auc = 0.066419
Epoch 1225
Loss = 4.1467e-02, PNorm = 156.0853, GNorm = 0.2371, lr_0 = 9.9953e-04
Validation prc-auc = 0.078584
Epoch 1226
Loss = 3.6193e-02, PNorm = 156.1842, GNorm = 0.0924, lr_0 = 9.9953e-04
Validation prc-auc = 0.086747
Epoch 1227
Loss = 3.8453e-02, PNorm = 156.2663, GNorm = 1.5423, lr_0 = 9.9953e-04
Validation prc-auc = 0.082244
Epoch 1228
Loss = 1.4931e-02, PNorm = 156.3328, GNorm = 0.1609, lr_0 = 9.9953e-04
Validation prc-auc = 0.088008
Epoch 1229
Loss = 1.1495e-02, PNorm = 156.3971, GNorm = 0.5181, lr_0 = 9.9953e-04
Loss = 4.9797e-02, PNorm = 156.4615, GNorm = 0.3365, lr_0 = 9.9953e-04
Validation prc-auc = 0.083958
Epoch 1230
Loss = 2.7188e-02, PNorm = 156.5147, GNorm = 1.8219, lr_0 = 9.9953e-04
Validation prc-auc = 0.089869
Epoch 1231
Loss = 2.4224e-02, PNorm = 156.5873, GNorm = 2.3151, lr_0 = 9.9953e-04
Validation prc-auc = 0.092104
Epoch 1232
Loss = 3.7608e-02, PNorm = 156.6563, GNorm = 0.8301, lr_0 = 9.9953e-04
Validation prc-auc = 0.086231
Epoch 1233
Loss = 4.1152e-02, PNorm = 156.7297, GNorm = 0.8830, lr_0 = 9.9953e-04
Validation prc-auc = 0.089388
Epoch 1234
Loss = 7.0843e-02, PNorm = 156.8022, GNorm = 0.5571, lr_0 = 9.9953e-04
Validation prc-auc = 0.065298
Epoch 1235
Loss = 5.0232e-02, PNorm = 156.8733, GNorm = 0.2323, lr_0 = 9.9952e-04
Validation prc-auc = 0.045397
Epoch 1236
Loss = 7.6209e-03, PNorm = 156.9540, GNorm = 0.2515, lr_0 = 9.9952e-04
Validation prc-auc = 0.060262
Epoch 1237
Loss = 3.2215e-02, PNorm = 157.0245, GNorm = 0.2435, lr_0 = 9.9952e-04
Validation prc-auc = 0.076715
Epoch 1238
Loss = 1.5887e-02, PNorm = 157.0768, GNorm = 1.1588, lr_0 = 9.9952e-04
Validation prc-auc = 0.090586
Epoch 1239
Loss = 1.3282e-01, PNorm = 157.1342, GNorm = 1.1994, lr_0 = 9.9952e-04
Loss = 1.5925e-02, PNorm = 157.1883, GNorm = 0.3218, lr_0 = 9.9952e-04
Validation prc-auc = 0.044924
Epoch 1240
Loss = 5.8836e-02, PNorm = 157.2513, GNorm = 2.4425, lr_0 = 9.9952e-04
Validation prc-auc = 0.036428
Epoch 1241
Loss = 7.1746e-02, PNorm = 157.3433, GNorm = 0.6050, lr_0 = 9.9952e-04
Validation prc-auc = 0.037614
Epoch 1242
Loss = 4.2281e-02, PNorm = 157.4402, GNorm = 1.3097, lr_0 = 9.9952e-04
Validation prc-auc = 0.035711
Epoch 1243
Loss = 3.5991e-02, PNorm = 157.5222, GNorm = 2.3540, lr_0 = 9.9952e-04
Validation prc-auc = 0.049638
Epoch 1244
Loss = 2.0022e-02, PNorm = 157.5865, GNorm = 0.0217, lr_0 = 9.9952e-04
Validation prc-auc = 0.052204
Epoch 1245
Loss = 4.5742e-02, PNorm = 157.6463, GNorm = 1.7019, lr_0 = 9.9952e-04
Validation prc-auc = 0.046707
Epoch 1246
Loss = 2.5850e-02, PNorm = 157.7142, GNorm = 1.1508, lr_0 = 9.9952e-04
Validation prc-auc = 0.037149
Epoch 1247
Loss = 2.8870e-02, PNorm = 157.7823, GNorm = 0.1811, lr_0 = 9.9952e-04
Validation prc-auc = 0.039916
Epoch 1248
Loss = 6.7507e-03, PNorm = 157.8408, GNorm = 0.3429, lr_0 = 9.9952e-04
Validation prc-auc = 0.044074
Epoch 1249
Loss = 3.0207e-02, PNorm = 157.8901, GNorm = 1.3082, lr_0 = 9.9951e-04
Loss = 2.5477e-02, PNorm = 157.9396, GNorm = 0.5049, lr_0 = 9.9951e-04
Validation prc-auc = 0.051671
Epoch 1250
Loss = 3.1505e-02, PNorm = 157.9896, GNorm = 0.0990, lr_0 = 9.9951e-04
Validation prc-auc = 0.034509
Epoch 1251
Loss = 4.1840e-02, PNorm = 158.0275, GNorm = 1.1645, lr_0 = 9.9951e-04
Validation prc-auc = 0.038515
Epoch 1252
Loss = 2.8314e-02, PNorm = 158.0702, GNorm = 1.6979, lr_0 = 9.9951e-04
Validation prc-auc = 0.049260
Epoch 1253
Loss = 1.9884e-02, PNorm = 158.1153, GNorm = 0.9088, lr_0 = 9.9951e-04
Validation prc-auc = 0.051563
Epoch 1254
Loss = 1.6589e-02, PNorm = 158.1658, GNorm = 0.1076, lr_0 = 9.9951e-04
Validation prc-auc = 0.065140
Epoch 1255
Loss = 3.1736e-02, PNorm = 158.2343, GNorm = 1.0480, lr_0 = 9.9951e-04
Validation prc-auc = 0.080614
Epoch 1256
Loss = 8.7746e-02, PNorm = 158.3282, GNorm = 1.7219, lr_0 = 9.9951e-04
Validation prc-auc = 0.049239
Epoch 1257
Loss = 6.0993e-02, PNorm = 158.4429, GNorm = 1.6107, lr_0 = 9.9951e-04
Validation prc-auc = 0.031596
Epoch 1258
Loss = 1.7276e-02, PNorm = 158.5689, GNorm = 0.3346, lr_0 = 9.9951e-04
Validation prc-auc = 0.031739
Epoch 1259
Loss = 1.5733e-01, PNorm = 158.6689, GNorm = 2.0509, lr_0 = 9.9951e-04
Loss = 3.5230e-02, PNorm = 158.7597, GNorm = 0.1505, lr_0 = 9.9951e-04
Validation prc-auc = 0.028942
Epoch 1260
Loss = 4.6475e-02, PNorm = 158.8229, GNorm = 0.1501, lr_0 = 9.9951e-04
Validation prc-auc = 0.037718
Epoch 1261
Loss = 6.8225e-02, PNorm = 158.8823, GNorm = 1.2044, lr_0 = 9.9951e-04
Validation prc-auc = 0.023582
Epoch 1262
Loss = 2.2712e-02, PNorm = 158.9479, GNorm = 0.2913, lr_0 = 9.9950e-04
Validation prc-auc = 0.031124
Epoch 1263
Loss = 3.7436e-02, PNorm = 159.0149, GNorm = 0.7840, lr_0 = 9.9950e-04
Validation prc-auc = 0.031241
Epoch 1264
Loss = 4.6768e-02, PNorm = 159.0749, GNorm = 0.8178, lr_0 = 9.9950e-04
Validation prc-auc = 0.036855
Epoch 1265
Loss = 5.4417e-02, PNorm = 159.1352, GNorm = 1.4188, lr_0 = 9.9950e-04
Validation prc-auc = 0.036452
Epoch 1266
Loss = 3.0669e-02, PNorm = 159.2359, GNorm = 1.4230, lr_0 = 9.9950e-04
Validation prc-auc = 0.045447
Epoch 1267
Loss = 1.5127e-02, PNorm = 159.3051, GNorm = 0.4215, lr_0 = 9.9950e-04
Validation prc-auc = 0.031341
Epoch 1268
Loss = 7.9092e-02, PNorm = 159.3778, GNorm = 1.3140, lr_0 = 9.9950e-04
Validation prc-auc = 0.030519
Epoch 1269
Loss = 1.0441e-01, PNorm = 159.4320, GNorm = 0.8825, lr_0 = 9.9950e-04
Loss = 1.9526e-02, PNorm = 159.4733, GNorm = 0.4023, lr_0 = 9.9950e-04
Validation prc-auc = 0.027259
Epoch 1270
Loss = 3.2195e-02, PNorm = 159.5307, GNorm = 0.0601, lr_0 = 9.9950e-04
Validation prc-auc = 0.029728
Epoch 1271
Loss = 3.8699e-02, PNorm = 159.5871, GNorm = 1.9769, lr_0 = 9.9950e-04
Validation prc-auc = 0.027704
Epoch 1272
Loss = 2.8699e-02, PNorm = 159.6486, GNorm = 1.7365, lr_0 = 9.9950e-04
Validation prc-auc = 0.027752
Epoch 1273
Loss = 1.3091e-02, PNorm = 159.7056, GNorm = 0.1521, lr_0 = 9.9950e-04
Validation prc-auc = 0.032339
Epoch 1274
Loss = 4.1935e-02, PNorm = 159.7792, GNorm = 0.0162, lr_0 = 9.9950e-04
Validation prc-auc = 0.068030
Epoch 1275
Loss = 8.5564e-03, PNorm = 159.8498, GNorm = 0.5547, lr_0 = 9.9949e-04
Validation prc-auc = 0.068968
Epoch 1276
Loss = 9.3924e-02, PNorm = 159.9017, GNorm = 1.1893, lr_0 = 9.9949e-04
Validation prc-auc = 0.068967
Epoch 1277
Loss = 9.9131e-03, PNorm = 159.9773, GNorm = 0.2981, lr_0 = 9.9949e-04
Validation prc-auc = 0.064424
Epoch 1278
Loss = 5.9767e-02, PNorm = 160.0517, GNorm = 2.6718, lr_0 = 9.9949e-04
Validation prc-auc = 0.082931
Epoch 1279
Loss = 7.9832e-03, PNorm = 160.1315, GNorm = 0.4860, lr_0 = 9.9949e-04
Loss = 2.8753e-02, PNorm = 160.2132, GNorm = 0.8228, lr_0 = 9.9949e-04
Validation prc-auc = 0.060719
Epoch 1280
Loss = 2.4664e-02, PNorm = 160.2869, GNorm = 0.1369, lr_0 = 9.9949e-04
Validation prc-auc = 0.048718
Epoch 1281
Loss = 3.9222e-02, PNorm = 160.3610, GNorm = 0.1187, lr_0 = 9.9949e-04
Validation prc-auc = 0.042994
Epoch 1282
Loss = 2.8827e-02, PNorm = 160.4539, GNorm = 0.4246, lr_0 = 9.9949e-04
Validation prc-auc = 0.039807
Epoch 1283
Loss = 6.8222e-02, PNorm = 160.5473, GNorm = 1.1200, lr_0 = 9.9949e-04
Validation prc-auc = 0.064521
Epoch 1284
Loss = 7.0197e-02, PNorm = 160.6660, GNorm = 0.4257, lr_0 = 9.9949e-04
Validation prc-auc = 0.032133
Epoch 1285
Loss = 5.4979e-02, PNorm = 160.7653, GNorm = 1.7944, lr_0 = 9.9949e-04
Validation prc-auc = 0.032429
Epoch 1286
Loss = 4.8522e-02, PNorm = 160.8513, GNorm = 0.8466, lr_0 = 9.9949e-04
Validation prc-auc = 0.049097
Epoch 1287
Loss = 1.5870e-02, PNorm = 160.9146, GNorm = 0.6353, lr_0 = 9.9949e-04
Validation prc-auc = 0.075286
Epoch 1288
Loss = 1.5853e-02, PNorm = 160.9702, GNorm = 1.6526, lr_0 = 9.9949e-04
Validation prc-auc = 0.059400
Epoch 1289
Loss = 5.2769e-02, PNorm = 161.0299, GNorm = 1.3585, lr_0 = 9.9948e-04
Loss = 4.0968e-02, PNorm = 161.1114, GNorm = 1.8113, lr_0 = 9.9948e-04
Validation prc-auc = 0.034373
Epoch 1290
Loss = 1.7808e-02, PNorm = 161.1822, GNorm = 0.0593, lr_0 = 9.9948e-04
Validation prc-auc = 0.049014
Epoch 1291
Loss = 1.8287e-02, PNorm = 161.2415, GNorm = 0.1698, lr_0 = 9.9948e-04
Validation prc-auc = 0.053392
Epoch 1292
Loss = 1.6375e-02, PNorm = 161.2974, GNorm = 0.9858, lr_0 = 9.9948e-04
Validation prc-auc = 0.064179
Epoch 1293
Loss = 1.0557e-02, PNorm = 161.3545, GNorm = 0.9995, lr_0 = 9.9948e-04
Validation prc-auc = 0.067531
Epoch 1294
Loss = 1.3232e-02, PNorm = 161.4060, GNorm = 0.9174, lr_0 = 9.9948e-04
Validation prc-auc = 0.069010
Epoch 1295
Loss = 3.4343e-02, PNorm = 161.4556, GNorm = 2.0853, lr_0 = 9.9948e-04
Validation prc-auc = 0.062145
Epoch 1296
Loss = 4.3915e-02, PNorm = 161.5182, GNorm = 0.1500, lr_0 = 9.9948e-04
Validation prc-auc = 0.061037
Epoch 1297
Loss = 4.7657e-02, PNorm = 161.6115, GNorm = 0.8672, lr_0 = 9.9948e-04
Validation prc-auc = 0.059050
Epoch 1298
Loss = 3.3431e-02, PNorm = 161.7548, GNorm = 0.5913, lr_0 = 9.9948e-04
Validation prc-auc = 0.063034
Epoch 1299
Loss = 4.4433e-02, PNorm = 161.8715, GNorm = 1.2459, lr_0 = 9.9948e-04
Loss = 4.3644e-02, PNorm = 161.9775, GNorm = 0.3188, lr_0 = 9.9948e-04
Validation prc-auc = 0.059489
Epoch 1300
Loss = 3.3184e-02, PNorm = 162.0635, GNorm = 1.8722, lr_0 = 9.9948e-04
Validation prc-auc = 0.060125
Epoch 1301
Loss = 5.4910e-02, PNorm = 162.1630, GNorm = 1.3729, lr_0 = 9.9947e-04
Validation prc-auc = 0.052494
Epoch 1302
Loss = 2.8472e-02, PNorm = 162.2722, GNorm = 0.7195, lr_0 = 9.9947e-04
Validation prc-auc = 0.043870
Epoch 1303
Loss = 5.4850e-02, PNorm = 162.3613, GNorm = 1.9345, lr_0 = 9.9947e-04
Validation prc-auc = 0.025539
Epoch 1304
Loss = 7.6336e-02, PNorm = 162.4533, GNorm = 1.3575, lr_0 = 9.9947e-04
Validation prc-auc = 0.024767
Epoch 1305
Loss = 1.5982e-02, PNorm = 162.5558, GNorm = 0.7967, lr_0 = 9.9947e-04
Validation prc-auc = 0.023695
Epoch 1306
Loss = 5.2523e-02, PNorm = 162.6268, GNorm = 0.9560, lr_0 = 9.9947e-04
Validation prc-auc = 0.026304
Epoch 1307
Loss = 3.8538e-02, PNorm = 162.6986, GNorm = 0.2774, lr_0 = 9.9947e-04
Validation prc-auc = 0.027308
Epoch 1308
Loss = 9.8341e-02, PNorm = 162.7526, GNorm = 1.6340, lr_0 = 9.9947e-04
Validation prc-auc = 0.025261
Epoch 1309
Loss = 4.9515e-02, PNorm = 162.7982, GNorm = 1.3648, lr_0 = 9.9947e-04
Loss = 3.1421e-02, PNorm = 162.8560, GNorm = 0.4867, lr_0 = 9.9947e-04
Validation prc-auc = 0.025552
Epoch 1310
Loss = 3.6646e-02, PNorm = 162.9056, GNorm = 0.0996, lr_0 = 9.9947e-04
Validation prc-auc = 0.035070
Epoch 1311
Loss = 2.5754e-02, PNorm = 162.9689, GNorm = 1.6847, lr_0 = 9.9947e-04
Validation prc-auc = 0.038047
Epoch 1312
Loss = 6.9778e-02, PNorm = 163.0572, GNorm = 2.4784, lr_0 = 9.9947e-04
Validation prc-auc = 0.035157
Epoch 1313
Loss = 3.2684e-02, PNorm = 163.1632, GNorm = 2.1681, lr_0 = 9.9947e-04
Validation prc-auc = 0.038023
Epoch 1314
Loss = 4.0867e-02, PNorm = 163.2678, GNorm = 0.9117, lr_0 = 9.9947e-04
Validation prc-auc = 0.053894
Epoch 1315
Loss = 5.2983e-02, PNorm = 163.3716, GNorm = 0.2174, lr_0 = 9.9946e-04
Validation prc-auc = 0.048866
Epoch 1316
Loss = 2.5997e-02, PNorm = 163.4652, GNorm = 0.4315, lr_0 = 9.9946e-04
Validation prc-auc = 0.055417
Epoch 1317
Loss = 9.0331e-02, PNorm = 163.5900, GNorm = 0.8589, lr_0 = 9.9946e-04
Validation prc-auc = 0.085634
Epoch 1318
Loss = 7.0988e-03, PNorm = 163.6857, GNorm = 0.1170, lr_0 = 9.9946e-04
Validation prc-auc = 0.100089
Epoch 1319
Loss = 1.4458e-01, PNorm = 163.7770, GNorm = 1.2950, lr_0 = 9.9946e-04
Loss = 7.4879e-02, PNorm = 163.8836, GNorm = 1.1142, lr_0 = 9.9946e-04
Validation prc-auc = 0.095776
Epoch 1320
Loss = 2.3132e-02, PNorm = 163.9785, GNorm = 0.3760, lr_0 = 9.9946e-04
Validation prc-auc = 0.082190
Epoch 1321
Loss = 4.6336e-02, PNorm = 164.0499, GNorm = 0.8531, lr_0 = 9.9946e-04
Validation prc-auc = 0.085578
Epoch 1322
Loss = 3.3379e-02, PNorm = 164.1129, GNorm = 0.0806, lr_0 = 9.9946e-04
Validation prc-auc = 0.081270
Epoch 1323
Loss = 5.4967e-02, PNorm = 164.1733, GNorm = 2.6447, lr_0 = 9.9946e-04
Validation prc-auc = 0.066541
Epoch 1324
Loss = 2.0624e-02, PNorm = 164.2297, GNorm = 0.1045, lr_0 = 9.9946e-04
Validation prc-auc = 0.046458
Epoch 1325
Loss = 5.3879e-02, PNorm = 164.2854, GNorm = 0.1765, lr_0 = 9.9946e-04
Validation prc-auc = 0.047112
Epoch 1326
Loss = 5.1906e-02, PNorm = 164.3421, GNorm = 0.3994, lr_0 = 9.9946e-04
Validation prc-auc = 0.047241
Epoch 1327
Loss = 5.3120e-02, PNorm = 164.4065, GNorm = 0.2496, lr_0 = 9.9946e-04
Validation prc-auc = 0.070491
Epoch 1328
Loss = 1.3689e-02, PNorm = 164.4654, GNorm = 0.3638, lr_0 = 9.9945e-04
Validation prc-auc = 0.083377
Epoch 1329
Loss = 2.1504e-01, PNorm = 164.5199, GNorm = 3.0120, lr_0 = 9.9945e-04
Loss = 4.2873e-02, PNorm = 164.6203, GNorm = 2.3015, lr_0 = 9.9945e-04
Validation prc-auc = 0.063628
Epoch 1330
Loss = 4.8906e-02, PNorm = 164.6977, GNorm = 1.7253, lr_0 = 9.9945e-04
Validation prc-auc = 0.074775
Epoch 1331
Loss = 2.8417e-02, PNorm = 164.7678, GNorm = 0.5907, lr_0 = 9.9945e-04
Validation prc-auc = 0.076882
Epoch 1332
Loss = 3.6071e-02, PNorm = 164.8311, GNorm = 0.7802, lr_0 = 9.9945e-04
Validation prc-auc = 0.080789
Epoch 1333
Loss = 1.7600e-02, PNorm = 164.9133, GNorm = 1.9821, lr_0 = 9.9945e-04
Validation prc-auc = 0.083913
Epoch 1334
Loss = 2.7364e-02, PNorm = 164.9903, GNorm = 0.6924, lr_0 = 9.9945e-04
Validation prc-auc = 0.080345
Epoch 1335
Loss = 6.7959e-02, PNorm = 165.0637, GNorm = 1.6441, lr_0 = 9.9945e-04
Validation prc-auc = 0.077263
Epoch 1336
Loss = 4.0974e-02, PNorm = 165.1547, GNorm = 0.5190, lr_0 = 9.9945e-04
Validation prc-auc = 0.075329
Epoch 1337
Loss = 3.9942e-02, PNorm = 165.2482, GNorm = 0.1502, lr_0 = 9.9945e-04
Validation prc-auc = 0.060901
Epoch 1338
Loss = 5.7435e-02, PNorm = 165.3199, GNorm = 1.5872, lr_0 = 9.9945e-04
Validation prc-auc = 0.049953
Epoch 1339
Loss = 6.6635e-02, PNorm = 165.4071, GNorm = 1.9357, lr_0 = 9.9945e-04
Loss = 3.4689e-02, PNorm = 165.4835, GNorm = 0.6230, lr_0 = 9.9945e-04
Validation prc-auc = 0.054790
Epoch 1340
Loss = 2.3478e-02, PNorm = 165.5463, GNorm = 0.1466, lr_0 = 9.9945e-04
Validation prc-auc = 0.061380
Epoch 1341
Loss = 5.3520e-02, PNorm = 165.6043, GNorm = 0.2591, lr_0 = 9.9944e-04
Validation prc-auc = 0.066485
Epoch 1342
Loss = 2.5962e-02, PNorm = 165.6855, GNorm = 0.6740, lr_0 = 9.9944e-04
Validation prc-auc = 0.049728
Epoch 1343
Loss = 3.1142e-02, PNorm = 165.7537, GNorm = 2.3595, lr_0 = 9.9944e-04
Validation prc-auc = 0.041262
Epoch 1344
Loss = 4.0199e-02, PNorm = 165.8152, GNorm = 0.0761, lr_0 = 9.9944e-04
Validation prc-auc = 0.041357
Epoch 1345
Loss = 1.0265e-02, PNorm = 165.8702, GNorm = 0.7147, lr_0 = 9.9944e-04
Validation prc-auc = 0.039925
Epoch 1346
Loss = 3.9107e-02, PNorm = 165.9167, GNorm = 0.2211, lr_0 = 9.9944e-04
Validation prc-auc = 0.060638
Epoch 1347
Loss = 1.8660e-02, PNorm = 165.9634, GNorm = 0.1217, lr_0 = 9.9944e-04
Validation prc-auc = 0.094200
Epoch 1348
Loss = 1.0559e-02, PNorm = 166.0414, GNorm = 0.4395, lr_0 = 9.9944e-04
Validation prc-auc = 0.092141
Epoch 1349
Loss = 1.9026e-03, PNorm = 166.0981, GNorm = 0.0480, lr_0 = 9.9944e-04
Loss = 1.1786e-02, PNorm = 166.1568, GNorm = 0.2148, lr_0 = 9.9944e-04
Validation prc-auc = 0.088954
Epoch 1350
Loss = 4.7689e-02, PNorm = 166.2070, GNorm = 1.8558, lr_0 = 9.9944e-04
Validation prc-auc = 0.091327
Epoch 1351
Loss = 5.5326e-02, PNorm = 166.2856, GNorm = 0.7576, lr_0 = 9.9944e-04
Validation prc-auc = 0.064811
Epoch 1352
Loss = 2.6059e-02, PNorm = 166.3603, GNorm = 0.1557, lr_0 = 9.9944e-04
Validation prc-auc = 0.065360
Epoch 1353
Loss = 3.4453e-02, PNorm = 166.4339, GNorm = 0.2493, lr_0 = 9.9944e-04
Validation prc-auc = 0.068568
Epoch 1354
Loss = 2.9313e-02, PNorm = 166.5118, GNorm = 1.8856, lr_0 = 9.9943e-04
Validation prc-auc = 0.050786
Epoch 1355
Loss = 6.2679e-02, PNorm = 166.5904, GNorm = 1.5154, lr_0 = 9.9943e-04
Validation prc-auc = 0.058623
Epoch 1356
Loss = 3.4636e-02, PNorm = 166.6631, GNorm = 0.3113, lr_0 = 9.9943e-04
Validation prc-auc = 0.083498
Epoch 1357
Loss = 3.8374e-02, PNorm = 166.7446, GNorm = 1.1751, lr_0 = 9.9943e-04
Validation prc-auc = 0.085768
Epoch 1358
Loss = 6.4804e-02, PNorm = 166.8210, GNorm = 0.3710, lr_0 = 9.9943e-04
Validation prc-auc = 0.090487
Epoch 1359
Loss = 1.6523e-01, PNorm = 166.8949, GNorm = 2.8257, lr_0 = 9.9943e-04
Loss = 4.6685e-02, PNorm = 166.9876, GNorm = 0.2625, lr_0 = 9.9943e-04
Validation prc-auc = 0.087023
Epoch 1360
Loss = 3.1983e-02, PNorm = 167.0710, GNorm = 0.4467, lr_0 = 9.9943e-04
Validation prc-auc = 0.086131
Epoch 1361
Loss = 3.1815e-02, PNorm = 167.1605, GNorm = 1.2669, lr_0 = 9.9943e-04
Validation prc-auc = 0.063760
Epoch 1362
Loss = 3.4153e-02, PNorm = 167.2514, GNorm = 0.0979, lr_0 = 9.9943e-04
Validation prc-auc = 0.067398
Epoch 1363
Loss = 3.4207e-02, PNorm = 167.3380, GNorm = 1.6855, lr_0 = 9.9943e-04
Validation prc-auc = 0.058960
Epoch 1364
Loss = 1.1102e-02, PNorm = 167.4246, GNorm = 0.1735, lr_0 = 9.9943e-04
Validation prc-auc = 0.062749
Epoch 1365
Loss = 5.2513e-02, PNorm = 167.5185, GNorm = 1.6722, lr_0 = 9.9943e-04
Validation prc-auc = 0.059298
Epoch 1366
Loss = 1.4923e-02, PNorm = 167.6018, GNorm = 0.1414, lr_0 = 9.9943e-04
Validation prc-auc = 0.049612
Epoch 1367
Loss = 7.1057e-02, PNorm = 167.6822, GNorm = 1.1218, lr_0 = 9.9943e-04
Validation prc-auc = 0.051140
Epoch 1368
Loss = 7.3799e-02, PNorm = 167.7640, GNorm = 1.6905, lr_0 = 9.9942e-04
Validation prc-auc = 0.067368
Epoch 1369
Loss = 2.4454e-02, PNorm = 167.8603, GNorm = 1.2808, lr_0 = 9.9942e-04
Loss = 5.8402e-02, PNorm = 167.9520, GNorm = 1.6616, lr_0 = 9.9942e-04
Validation prc-auc = 0.066029
Epoch 1370
Loss = 5.7002e-02, PNorm = 168.0448, GNorm = 1.0020, lr_0 = 9.9942e-04
Validation prc-auc = 0.049465
Epoch 1371
Loss = 3.6233e-02, PNorm = 168.1442, GNorm = 1.5643, lr_0 = 9.9942e-04
Validation prc-auc = 0.045734
Epoch 1372
Loss = 2.0575e-02, PNorm = 168.2398, GNorm = 0.1050, lr_0 = 9.9942e-04
Validation prc-auc = 0.043433
Epoch 1373
Loss = 6.2120e-02, PNorm = 168.3135, GNorm = 1.5803, lr_0 = 9.9942e-04
Validation prc-auc = 0.042630
Epoch 1374
Loss = 1.2024e-01, PNorm = 168.4113, GNorm = 2.2698, lr_0 = 9.9942e-04
Validation prc-auc = 0.057740
Epoch 1375
Loss = 7.1546e-02, PNorm = 168.5245, GNorm = 0.8878, lr_0 = 9.9942e-04
Validation prc-auc = 0.069403
Epoch 1376
Loss = 7.8760e-02, PNorm = 168.6293, GNorm = 0.8474, lr_0 = 9.9942e-04
Validation prc-auc = 0.072971
Epoch 1377
Loss = 7.6438e-03, PNorm = 168.7223, GNorm = 0.1393, lr_0 = 9.9942e-04
Validation prc-auc = 0.083319
Epoch 1378
Loss = 1.4675e-02, PNorm = 168.8120, GNorm = 1.2046, lr_0 = 9.9942e-04
Validation prc-auc = 0.085115
Epoch 1379
Loss = 1.5442e-02, PNorm = 168.8849, GNorm = 0.4501, lr_0 = 9.9942e-04
Loss = 2.3489e-02, PNorm = 168.9448, GNorm = 0.6246, lr_0 = 9.9942e-04
Validation prc-auc = 0.086871
Epoch 1380
Loss = 2.5018e-02, PNorm = 169.0166, GNorm = 0.3080, lr_0 = 9.9941e-04
Validation prc-auc = 0.087620
Epoch 1381
Loss = 2.6160e-02, PNorm = 169.0954, GNorm = 1.7816, lr_0 = 9.9941e-04
Validation prc-auc = 0.079316
Epoch 1382
Loss = 5.8657e-02, PNorm = 169.1644, GNorm = 1.7121, lr_0 = 9.9941e-04
Validation prc-auc = 0.083797
Epoch 1383
Loss = 6.3096e-02, PNorm = 169.2469, GNorm = 2.0428, lr_0 = 9.9941e-04
Validation prc-auc = 0.066205
Epoch 1384
Loss = 2.1942e-02, PNorm = 169.3314, GNorm = 0.1205, lr_0 = 9.9941e-04
Validation prc-auc = 0.076967
Epoch 1385
Loss = 3.4365e-02, PNorm = 169.3919, GNorm = 1.0907, lr_0 = 9.9941e-04
Validation prc-auc = 0.064575
Epoch 1386
Loss = 5.2516e-02, PNorm = 169.4754, GNorm = 1.2823, lr_0 = 9.9941e-04
Validation prc-auc = 0.075233
Epoch 1387
Loss = 6.8040e-02, PNorm = 169.5677, GNorm = 1.1492, lr_0 = 9.9941e-04
Validation prc-auc = 0.068833
Epoch 1388
Loss = 1.8524e-02, PNorm = 169.6608, GNorm = 0.5290, lr_0 = 9.9941e-04
Validation prc-auc = 0.070382
Epoch 1389
Loss = 8.0429e-03, PNorm = 169.7383, GNorm = 0.2296, lr_0 = 9.9941e-04
Loss = 2.2632e-02, PNorm = 169.8162, GNorm = 0.8850, lr_0 = 9.9941e-04
Validation prc-auc = 0.073727
Epoch 1390
Loss = 4.3198e-02, PNorm = 169.8916, GNorm = 0.6240, lr_0 = 9.9941e-04
Validation prc-auc = 0.068186
Epoch 1391
Loss = 4.7031e-02, PNorm = 169.9711, GNorm = 0.0146, lr_0 = 9.9941e-04
Validation prc-auc = 0.066153
Epoch 1392
Loss = 1.1058e-01, PNorm = 170.0553, GNorm = 1.0497, lr_0 = 9.9941e-04
Validation prc-auc = 0.055848
Epoch 1393
Loss = 5.2147e-02, PNorm = 170.1502, GNorm = 0.0879, lr_0 = 9.9941e-04
Validation prc-auc = 0.050651
Epoch 1394
Loss = 1.6446e-02, PNorm = 170.2322, GNorm = 0.2995, lr_0 = 9.9940e-04
Validation prc-auc = 0.043252
Epoch 1395
Loss = 4.5410e-02, PNorm = 170.3023, GNorm = 1.5926, lr_0 = 9.9940e-04
Validation prc-auc = 0.044084
Epoch 1396
Loss = 1.6486e-02, PNorm = 170.3585, GNorm = 0.5594, lr_0 = 9.9940e-04
Validation prc-auc = 0.054507
Epoch 1397
Loss = 2.7879e-02, PNorm = 170.4144, GNorm = 1.3673, lr_0 = 9.9940e-04
Validation prc-auc = 0.054264
Epoch 1398
Loss = 1.6941e-02, PNorm = 170.4739, GNorm = 1.0371, lr_0 = 9.9940e-04
Validation prc-auc = 0.045591
Epoch 1399
Loss = 1.1392e-02, PNorm = 170.5462, GNorm = 0.3913, lr_0 = 9.9940e-04
Loss = 2.3413e-02, PNorm = 170.6291, GNorm = 0.0332, lr_0 = 9.9940e-04
Validation prc-auc = 0.033828
Epoch 1400
Loss = 1.7199e-02, PNorm = 170.6862, GNorm = 0.1277, lr_0 = 9.9940e-04
Validation prc-auc = 0.040864
Epoch 1401
Loss = 2.0507e-02, PNorm = 170.7361, GNorm = 0.3148, lr_0 = 9.9940e-04
Validation prc-auc = 0.054882
Epoch 1402
Loss = 2.3674e-02, PNorm = 170.7919, GNorm = 0.4192, lr_0 = 9.9940e-04
Validation prc-auc = 0.058255
Epoch 1403
Loss = 6.7373e-03, PNorm = 170.8585, GNorm = 0.0707, lr_0 = 9.9940e-04
Validation prc-auc = 0.049456
Epoch 1404
Loss = 6.8386e-02, PNorm = 170.9324, GNorm = 0.9205, lr_0 = 9.9940e-04
Validation prc-auc = 0.033355
Epoch 1405
Loss = 5.4030e-02, PNorm = 170.9907, GNorm = 0.3024, lr_0 = 9.9940e-04
Validation prc-auc = 0.032390
Epoch 1406
Loss = 1.9682e-02, PNorm = 171.0500, GNorm = 0.1888, lr_0 = 9.9940e-04
Validation prc-auc = 0.034536
Epoch 1407
Loss = 2.2036e-02, PNorm = 171.1196, GNorm = 1.4672, lr_0 = 9.9939e-04
Validation prc-auc = 0.066006
Epoch 1408
Loss = 4.1175e-02, PNorm = 171.2506, GNorm = 1.1440, lr_0 = 9.9939e-04
Validation prc-auc = 0.080566
Epoch 1409
Loss = 1.1498e-01, PNorm = 171.3754, GNorm = 1.4390, lr_0 = 9.9939e-04
Loss = 3.2811e-02, PNorm = 171.4776, GNorm = 1.1525, lr_0 = 9.9939e-04
Validation prc-auc = 0.086263
Epoch 1410
Loss = 1.9861e-02, PNorm = 171.5539, GNorm = 0.6013, lr_0 = 9.9939e-04
Validation prc-auc = 0.066145
Epoch 1411
Loss = 3.9734e-02, PNorm = 171.6234, GNorm = 1.3773, lr_0 = 9.9939e-04
Validation prc-auc = 0.066535
Epoch 1412
Loss = 3.1014e-02, PNorm = 171.7115, GNorm = 1.8175, lr_0 = 9.9939e-04
Validation prc-auc = 0.078935
Epoch 1413
Loss = 4.8402e-02, PNorm = 171.8087, GNorm = 2.0087, lr_0 = 9.9939e-04
Validation prc-auc = 0.084860
Epoch 1414
Loss = 4.5056e-02, PNorm = 171.9072, GNorm = 0.0542, lr_0 = 9.9939e-04
Validation prc-auc = 0.068117
Epoch 1415
Loss = 5.2810e-02, PNorm = 172.0000, GNorm = 1.6133, lr_0 = 9.9939e-04
Validation prc-auc = 0.067781
Epoch 1416
Loss = 8.1842e-03, PNorm = 172.0792, GNorm = 0.2742, lr_0 = 9.9939e-04
Validation prc-auc = 0.065007
Epoch 1417
Loss = 2.9034e-02, PNorm = 172.1509, GNorm = 0.6058, lr_0 = 9.9939e-04
Validation prc-auc = 0.071086
Epoch 1418
Loss = 1.2166e-02, PNorm = 172.2118, GNorm = 0.1311, lr_0 = 9.9939e-04
Validation prc-auc = 0.072534
Epoch 1419
Loss = 1.0674e-01, PNorm = 172.2629, GNorm = 2.3280, lr_0 = 9.9939e-04
Loss = 5.5135e-02, PNorm = 172.3203, GNorm = 1.1221, lr_0 = 9.9939e-04
Validation prc-auc = 0.070426
Epoch 1420
Loss = 2.2289e-02, PNorm = 172.3849, GNorm = 0.6281, lr_0 = 9.9938e-04
Validation prc-auc = 0.066641
Epoch 1421
Loss = 3.8529e-02, PNorm = 172.4591, GNorm = 1.1693, lr_0 = 9.9938e-04
Validation prc-auc = 0.057797
Epoch 1422
Loss = 2.9410e-02, PNorm = 172.5499, GNorm = 0.0916, lr_0 = 9.9938e-04
Validation prc-auc = 0.051000
Epoch 1423
Loss = 6.9725e-02, PNorm = 172.6257, GNorm = 1.6642, lr_0 = 9.9938e-04
Validation prc-auc = 0.051074
Epoch 1424
Loss = 5.1767e-02, PNorm = 172.7153, GNorm = 0.2445, lr_0 = 9.9938e-04
Validation prc-auc = 0.059444
Epoch 1425
Loss = 5.0687e-02, PNorm = 172.8130, GNorm = 1.0815, lr_0 = 9.9938e-04
Validation prc-auc = 0.038404
Epoch 1426
Loss = 2.3608e-02, PNorm = 172.9054, GNorm = 1.8045, lr_0 = 9.9938e-04
Validation prc-auc = 0.033621
Epoch 1427
Loss = 1.1195e-02, PNorm = 172.9778, GNorm = 0.4848, lr_0 = 9.9938e-04
Validation prc-auc = 0.036039
Epoch 1428
Loss = 3.7435e-02, PNorm = 173.0499, GNorm = 1.5029, lr_0 = 9.9938e-04
Validation prc-auc = 0.026822
Epoch 1429
Loss = 4.5803e-02, PNorm = 173.1114, GNorm = 1.9417, lr_0 = 9.9938e-04
Loss = 5.0111e-02, PNorm = 173.1830, GNorm = 0.4775, lr_0 = 9.9938e-04
Validation prc-auc = 0.028848
Epoch 1430
Loss = 1.6570e-02, PNorm = 173.2447, GNorm = 0.0987, lr_0 = 9.9938e-04
Validation prc-auc = 0.036038
Epoch 1431
Loss = 3.1570e-02, PNorm = 173.3075, GNorm = 1.8026, lr_0 = 9.9938e-04
Validation prc-auc = 0.037517
Epoch 1432
Loss = 3.1827e-02, PNorm = 173.3648, GNorm = 0.9767, lr_0 = 9.9938e-04
Validation prc-auc = 0.041589
Epoch 1433
Loss = 3.6720e-02, PNorm = 173.4282, GNorm = 1.0150, lr_0 = 9.9937e-04
Validation prc-auc = 0.046478
Epoch 1434
Loss = 2.3360e-02, PNorm = 173.4888, GNorm = 1.7799, lr_0 = 9.9937e-04
Validation prc-auc = 0.057735
Epoch 1435
Loss = 4.2918e-02, PNorm = 173.5574, GNorm = 1.1580, lr_0 = 9.9937e-04
Validation prc-auc = 0.058559
Epoch 1436
Loss = 9.8727e-02, PNorm = 173.6235, GNorm = 0.6694, lr_0 = 9.9937e-04
Validation prc-auc = 0.017758
Epoch 1437
Loss = 9.5227e-02, PNorm = 173.7191, GNorm = 0.5646, lr_0 = 9.9937e-04
Validation prc-auc = 0.047743
Epoch 1438
Loss = 8.4166e-02, PNorm = 173.8371, GNorm = 0.7954, lr_0 = 9.9937e-04
Validation prc-auc = 0.064395
Epoch 1439
Loss = 2.5249e-03, PNorm = 173.9318, GNorm = 0.0504, lr_0 = 9.9937e-04
Loss = 4.9930e-02, PNorm = 174.0282, GNorm = 0.0836, lr_0 = 9.9937e-04
Validation prc-auc = 0.063611
Epoch 1440
Loss = 4.4471e-02, PNorm = 174.0970, GNorm = 2.5796, lr_0 = 9.9937e-04
Validation prc-auc = 0.066668
Epoch 1441
Loss = 2.6148e-02, PNorm = 174.1686, GNorm = 1.6290, lr_0 = 9.9937e-04
Validation prc-auc = 0.067174
Epoch 1442
Loss = 1.6845e-02, PNorm = 174.2450, GNorm = 1.1634, lr_0 = 9.9937e-04
Validation prc-auc = 0.056391
Epoch 1443
Loss = 2.2302e-02, PNorm = 174.2904, GNorm = 0.8779, lr_0 = 9.9937e-04
Validation prc-auc = 0.057596
Epoch 1444
Loss = 5.7307e-02, PNorm = 174.3284, GNorm = 2.5065, lr_0 = 9.9937e-04
Validation prc-auc = 0.054013
Epoch 1445
Loss = 4.3474e-02, PNorm = 174.3708, GNorm = 1.1166, lr_0 = 9.9937e-04
Validation prc-auc = 0.050221
Epoch 1446
Loss = 1.4918e-02, PNorm = 174.4182, GNorm = 0.2711, lr_0 = 9.9937e-04
Validation prc-auc = 0.048931
Epoch 1447
Loss = 6.1349e-03, PNorm = 174.4742, GNorm = 0.1236, lr_0 = 9.9936e-04
Validation prc-auc = 0.036381
Epoch 1448
Loss = 9.6624e-02, PNorm = 174.5485, GNorm = 0.1928, lr_0 = 9.9936e-04
Validation prc-auc = 0.054109
Epoch 1449
Loss = 1.5127e-02, PNorm = 174.6379, GNorm = 0.4950, lr_0 = 9.9936e-04
Loss = 5.9516e-02, PNorm = 174.7247, GNorm = 0.8939, lr_0 = 9.9936e-04
Validation prc-auc = 0.067557
Epoch 1450
Loss = 2.4824e-02, PNorm = 174.8208, GNorm = 0.4415, lr_0 = 9.9936e-04
Validation prc-auc = 0.063303
Epoch 1451
Loss = 2.4425e-02, PNorm = 174.8994, GNorm = 0.7357, lr_0 = 9.9936e-04
Validation prc-auc = 0.067539
Epoch 1452
Loss = 1.3557e-02, PNorm = 174.9618, GNorm = 0.0238, lr_0 = 9.9936e-04
Validation prc-auc = 0.064386
Epoch 1453
Loss = 2.1443e-02, PNorm = 175.0220, GNorm = 0.4527, lr_0 = 9.9936e-04
Validation prc-auc = 0.060499
Epoch 1454
Loss = 8.0131e-02, PNorm = 175.0868, GNorm = 1.9498, lr_0 = 9.9936e-04
Validation prc-auc = 0.050292
Epoch 1455
Loss = 4.9432e-02, PNorm = 175.1871, GNorm = 0.9452, lr_0 = 9.9936e-04
Validation prc-auc = 0.051553
Epoch 1456
Loss = 4.6557e-02, PNorm = 175.2865, GNorm = 0.9204, lr_0 = 9.9936e-04
Validation prc-auc = 0.064836
Epoch 1457
Loss = 6.6041e-02, PNorm = 175.3701, GNorm = 0.0892, lr_0 = 9.9936e-04
Validation prc-auc = 0.064363
Epoch 1458
Loss = 3.7582e-02, PNorm = 175.4518, GNorm = 1.9779, lr_0 = 9.9936e-04
Validation prc-auc = 0.068255
Epoch 1459
Loss = 1.1498e-01, PNorm = 175.5175, GNorm = 1.0489, lr_0 = 9.9936e-04
Loss = 3.6005e-02, PNorm = 175.5687, GNorm = 0.1881, lr_0 = 9.9936e-04
Validation prc-auc = 0.049418
Epoch 1460
Loss = 3.2437e-02, PNorm = 175.6330, GNorm = 0.8907, lr_0 = 9.9935e-04
Validation prc-auc = 0.038745
Epoch 1461
Loss = 2.9188e-02, PNorm = 175.6808, GNorm = 0.3867, lr_0 = 9.9935e-04
Validation prc-auc = 0.032196
Epoch 1462
Loss = 2.9410e-02, PNorm = 175.7300, GNorm = 1.9426, lr_0 = 9.9935e-04
Validation prc-auc = 0.024364
Epoch 1463
Loss = 1.0293e-01, PNorm = 175.8106, GNorm = 4.2297, lr_0 = 9.9935e-04
Validation prc-auc = 0.031471
Epoch 1464
Loss = 5.0529e-02, PNorm = 175.9359, GNorm = 0.2220, lr_0 = 9.9935e-04
Validation prc-auc = 0.041616
Epoch 1465
Loss = 4.7294e-02, PNorm = 176.0454, GNorm = 1.2095, lr_0 = 9.9935e-04
Validation prc-auc = 0.055235
Epoch 1466
Loss = 5.6814e-02, PNorm = 176.1332, GNorm = 1.3282, lr_0 = 9.9935e-04
Validation prc-auc = 0.058012
Epoch 1467
Loss = 4.5300e-02, PNorm = 176.2080, GNorm = 1.0274, lr_0 = 9.9935e-04
Validation prc-auc = 0.042647
Epoch 1468
Loss = 4.1656e-02, PNorm = 176.2747, GNorm = 0.2384, lr_0 = 9.9935e-04
Validation prc-auc = 0.043973
Epoch 1469
Loss = 1.5484e-01, PNorm = 176.3447, GNorm = 2.6915, lr_0 = 9.9935e-04
Loss = 2.6020e-02, PNorm = 176.4248, GNorm = 0.1873, lr_0 = 9.9935e-04
Validation prc-auc = 0.034374
Epoch 1470
Loss = 4.0495e-02, PNorm = 176.4882, GNorm = 0.7649, lr_0 = 9.9935e-04
Validation prc-auc = 0.033792
Epoch 1471
Loss = 3.1828e-02, PNorm = 176.5395, GNorm = 1.3031, lr_0 = 9.9935e-04
Validation prc-auc = 0.033986
Epoch 1472
Loss = 8.2102e-02, PNorm = 176.6006, GNorm = 0.9701, lr_0 = 9.9935e-04
Validation prc-auc = 0.033068
Epoch 1473
Loss = 7.0270e-02, PNorm = 176.6813, GNorm = 1.9823, lr_0 = 9.9934e-04
Validation prc-auc = 0.021586
Epoch 1474
Loss = 4.7467e-02, PNorm = 176.7618, GNorm = 1.0798, lr_0 = 9.9934e-04
Validation prc-auc = 0.038590
Epoch 1475
Loss = 8.1918e-02, PNorm = 176.8472, GNorm = 0.4044, lr_0 = 9.9934e-04
Validation prc-auc = 0.058698
Epoch 1476
Loss = 3.4095e-02, PNorm = 176.9334, GNorm = 0.2469, lr_0 = 9.9934e-04
Validation prc-auc = 0.063675
Epoch 1477
Loss = 5.5407e-02, PNorm = 176.9977, GNorm = 1.1039, lr_0 = 9.9934e-04
Validation prc-auc = 0.066549
Epoch 1478
Loss = 1.6084e-02, PNorm = 177.0669, GNorm = 0.1014, lr_0 = 9.9934e-04
Validation prc-auc = 0.052564
Epoch 1479
Loss = 1.2708e-02, PNorm = 177.1416, GNorm = 0.3908, lr_0 = 9.9934e-04
Loss = 5.3616e-02, PNorm = 177.2087, GNorm = 0.7855, lr_0 = 9.9934e-04
Validation prc-auc = 0.041473
Epoch 1480
Loss = 3.7124e-02, PNorm = 177.2815, GNorm = 1.2249, lr_0 = 9.9934e-04
Validation prc-auc = 0.063000
Epoch 1481
Loss = 1.9699e-02, PNorm = 177.3508, GNorm = 1.6963, lr_0 = 9.9934e-04
Validation prc-auc = 0.061321
Epoch 1482
Loss = 4.3099e-02, PNorm = 177.4113, GNorm = 0.2956, lr_0 = 9.9934e-04
Validation prc-auc = 0.071102
Epoch 1483
Loss = 2.1174e-02, PNorm = 177.4801, GNorm = 0.1295, lr_0 = 9.9934e-04
Validation prc-auc = 0.068163
Epoch 1484
Loss = 5.0076e-02, PNorm = 177.5533, GNorm = 0.0370, lr_0 = 9.9934e-04
Validation prc-auc = 0.062582
Epoch 1485
Loss = 2.6811e-02, PNorm = 177.6443, GNorm = 1.0824, lr_0 = 9.9934e-04
Validation prc-auc = 0.056921
Epoch 1486
Loss = 4.8872e-02, PNorm = 177.7357, GNorm = 1.5292, lr_0 = 9.9934e-04
Validation prc-auc = 0.060632
Epoch 1487
Loss = 1.7022e-02, PNorm = 177.8091, GNorm = 0.1266, lr_0 = 9.9933e-04
Validation prc-auc = 0.059207
Epoch 1488
Loss = 5.1806e-02, PNorm = 177.8805, GNorm = 1.5026, lr_0 = 9.9933e-04
Validation prc-auc = 0.055983
Epoch 1489
Loss = 5.0464e-02, PNorm = 177.9347, GNorm = 1.2602, lr_0 = 9.9933e-04
Loss = 5.8941e-02, PNorm = 177.9948, GNorm = 1.0083, lr_0 = 9.9933e-04
Validation prc-auc = 0.056881
Epoch 1490
Loss = 2.1690e-02, PNorm = 178.0653, GNorm = 0.8086, lr_0 = 9.9933e-04
Validation prc-auc = 0.058088
Epoch 1491
Loss = 5.0987e-02, PNorm = 178.1323, GNorm = 0.4209, lr_0 = 9.9933e-04
Validation prc-auc = 0.061446
Epoch 1492
Loss = 2.4048e-02, PNorm = 178.2008, GNorm = 0.4681, lr_0 = 9.9933e-04
Validation prc-auc = 0.065643
Epoch 1493
Loss = 6.8377e-02, PNorm = 178.2637, GNorm = 1.4309, lr_0 = 9.9933e-04
Validation prc-auc = 0.059540
Epoch 1494
Loss = 3.1458e-02, PNorm = 178.3317, GNorm = 1.4060, lr_0 = 9.9933e-04
Validation prc-auc = 0.068951
Epoch 1495
Loss = 5.5295e-02, PNorm = 178.4162, GNorm = 4.4433, lr_0 = 9.9933e-04
Validation prc-auc = 0.081484
Epoch 1496
Loss = 1.5986e-01, PNorm = 178.5075, GNorm = 0.2213, lr_0 = 9.9933e-04
Validation prc-auc = 0.066999
Epoch 1497
Loss = 5.0493e-02, PNorm = 178.6153, GNorm = 0.8973, lr_0 = 9.9933e-04
Validation prc-auc = 0.074889
Epoch 1498
Loss = 3.1998e-02, PNorm = 178.6928, GNorm = 0.8447, lr_0 = 9.9933e-04
Validation prc-auc = 0.072663
Epoch 1499
Loss = 1.4836e-02, PNorm = 178.7702, GNorm = 0.3776, lr_0 = 9.9933e-04
Loss = 2.4573e-02, PNorm = 178.8389, GNorm = 0.4654, lr_0 = 9.9932e-04
Validation prc-auc = 0.071842
Epoch 1500
Loss = 2.6765e-02, PNorm = 178.8959, GNorm = 1.5242, lr_0 = 9.9932e-04
Validation prc-auc = 0.074257
Epoch 1501
Loss = 1.2746e-02, PNorm = 178.9593, GNorm = 0.3141, lr_0 = 9.9932e-04
Validation prc-auc = 0.074442
Epoch 1502
Loss = 1.3165e-02, PNorm = 179.0207, GNorm = 0.4744, lr_0 = 9.9932e-04
Validation prc-auc = 0.066024
Epoch 1503
Loss = 1.4731e-02, PNorm = 179.0656, GNorm = 0.7612, lr_0 = 9.9932e-04
Validation prc-auc = 0.032376
Epoch 1504
Loss = 1.7631e-02, PNorm = 179.1118, GNorm = 1.8850, lr_0 = 9.9932e-04
Validation prc-auc = 0.036040
Epoch 1505
Loss = 1.8333e-02, PNorm = 179.1786, GNorm = 1.0800, lr_0 = 9.9932e-04
Validation prc-auc = 0.059852
Epoch 1506
Loss = 2.2471e-02, PNorm = 179.2429, GNorm = 0.7006, lr_0 = 9.9932e-04
Validation prc-auc = 0.049120
Epoch 1507
Loss = 4.5241e-02, PNorm = 179.3036, GNorm = 1.0646, lr_0 = 9.9932e-04
Validation prc-auc = 0.037706
Epoch 1508
Loss = 2.8923e-02, PNorm = 179.3694, GNorm = 1.3834, lr_0 = 9.9932e-04
Validation prc-auc = 0.027846
Epoch 1509
Loss = 3.8361e-03, PNorm = 179.4315, GNorm = 0.1118, lr_0 = 9.9932e-04
Loss = 3.1501e-02, PNorm = 179.4837, GNorm = 1.3644, lr_0 = 9.9932e-04
Validation prc-auc = 0.027621
Epoch 1510
Loss = 3.9740e-02, PNorm = 179.5288, GNorm = 0.8929, lr_0 = 9.9932e-04
Validation prc-auc = 0.042099
Epoch 1511
Loss = 2.3983e-02, PNorm = 179.5880, GNorm = 0.9802, lr_0 = 9.9932e-04
Validation prc-auc = 0.050103
Epoch 1512
Loss = 1.6677e-02, PNorm = 179.6473, GNorm = 1.6462, lr_0 = 9.9932e-04
Validation prc-auc = 0.051298
Epoch 1513
Loss = 3.8909e-02, PNorm = 179.7244, GNorm = 1.6993, lr_0 = 9.9931e-04
Validation prc-auc = 0.056591
Epoch 1514
Loss = 1.4804e-02, PNorm = 179.8088, GNorm = 0.9432, lr_0 = 9.9931e-04
Validation prc-auc = 0.060901
Epoch 1515
Loss = 2.0709e-02, PNorm = 179.8828, GNorm = 0.0385, lr_0 = 9.9931e-04
Validation prc-auc = 0.066660
Epoch 1516
Loss = 8.7996e-03, PNorm = 179.9395, GNorm = 1.3988, lr_0 = 9.9931e-04
Validation prc-auc = 0.065077
Epoch 1517
Loss = 1.2459e-01, PNorm = 179.9795, GNorm = 0.8393, lr_0 = 9.9931e-04
Validation prc-auc = 0.054206
Epoch 1518
Loss = 4.8682e-02, PNorm = 180.0409, GNorm = 1.0495, lr_0 = 9.9931e-04
Validation prc-auc = 0.060248
Epoch 1519
Loss = 6.7646e-03, PNorm = 180.1030, GNorm = 0.1940, lr_0 = 9.9931e-04
Loss = 3.5270e-02, PNorm = 180.1577, GNorm = 0.6809, lr_0 = 9.9931e-04
Validation prc-auc = 0.063889
Epoch 1520
Loss = 3.1074e-02, PNorm = 180.2086, GNorm = 0.9011, lr_0 = 9.9931e-04
Validation prc-auc = 0.059106
Epoch 1521
Loss = 2.9632e-02, PNorm = 180.2645, GNorm = 0.6709, lr_0 = 9.9931e-04
Validation prc-auc = 0.062510
Epoch 1522
Loss = 2.8104e-02, PNorm = 180.3309, GNorm = 0.3318, lr_0 = 9.9931e-04
Validation prc-auc = 0.067847
Epoch 1523
Loss = 4.8995e-02, PNorm = 180.3947, GNorm = 1.5619, lr_0 = 9.9931e-04
Validation prc-auc = 0.065035
Epoch 1524
Loss = 6.7849e-02, PNorm = 180.4586, GNorm = 0.6417, lr_0 = 9.9931e-04
Validation prc-auc = 0.060401
Epoch 1525
Loss = 3.6186e-02, PNorm = 180.5211, GNorm = 0.1477, lr_0 = 9.9931e-04
Validation prc-auc = 0.064521
Epoch 1526
Loss = 2.5447e-02, PNorm = 180.5962, GNorm = 0.7317, lr_0 = 9.9930e-04
Validation prc-auc = 0.066735
Epoch 1527
Loss = 9.4374e-03, PNorm = 180.6646, GNorm = 0.1554, lr_0 = 9.9930e-04
Validation prc-auc = 0.059195
Epoch 1528
Loss = 1.1858e-02, PNorm = 180.7218, GNorm = 0.7108, lr_0 = 9.9930e-04
Validation prc-auc = 0.060419
Epoch 1529
Loss = 2.5779e-02, PNorm = 180.7785, GNorm = 1.1631, lr_0 = 9.9930e-04
Loss = 4.5559e-02, PNorm = 180.8304, GNorm = 1.2204, lr_0 = 9.9930e-04
Validation prc-auc = 0.055617
Epoch 1530
Loss = 3.5146e-02, PNorm = 180.8912, GNorm = 0.1946, lr_0 = 9.9930e-04
Validation prc-auc = 0.053616
Epoch 1531
Loss = 2.4917e-02, PNorm = 180.9493, GNorm = 0.5998, lr_0 = 9.9930e-04
Validation prc-auc = 0.048871
Epoch 1532
Loss = 2.4804e-02, PNorm = 181.0019, GNorm = 0.0872, lr_0 = 9.9930e-04
Validation prc-auc = 0.050117
Epoch 1533
Loss = 1.3202e-02, PNorm = 181.0530, GNorm = 1.0412, lr_0 = 9.9930e-04
Validation prc-auc = 0.062750
Epoch 1534
Loss = 2.2553e-02, PNorm = 181.1075, GNorm = 0.1188, lr_0 = 9.9930e-04
Validation prc-auc = 0.054008
Epoch 1535
Loss = 1.1953e-02, PNorm = 181.1821, GNorm = 0.1653, lr_0 = 9.9930e-04
Validation prc-auc = 0.051715
Epoch 1536
Loss = 2.6089e-02, PNorm = 181.2674, GNorm = 3.7006, lr_0 = 9.9930e-04
Validation prc-auc = 0.049866
Epoch 1537
Loss = 3.3656e-02, PNorm = 181.3741, GNorm = 0.2876, lr_0 = 9.9930e-04
Validation prc-auc = 0.052455
Epoch 1538
Loss = 9.4195e-02, PNorm = 181.4844, GNorm = 0.8829, lr_0 = 9.9930e-04
Validation prc-auc = 0.046656
Epoch 1539
Loss = 3.4447e-02, PNorm = 181.5880, GNorm = 1.1756, lr_0 = 9.9930e-04
Loss = 2.8907e-02, PNorm = 181.6773, GNorm = 1.4655, lr_0 = 9.9929e-04
Validation prc-auc = 0.043464
Epoch 1540
Loss = 4.1202e-02, PNorm = 181.7530, GNorm = 0.0818, lr_0 = 9.9929e-04
Validation prc-auc = 0.037843
Epoch 1541
Loss = 5.9053e-02, PNorm = 181.8411, GNorm = 0.2413, lr_0 = 9.9929e-04
Validation prc-auc = 0.040370
Epoch 1542
Loss = 5.5790e-02, PNorm = 181.9204, GNorm = 1.8640, lr_0 = 9.9929e-04
Validation prc-auc = 0.046981
Epoch 1543
Loss = 2.2245e-02, PNorm = 182.0068, GNorm = 1.3923, lr_0 = 9.9929e-04
Validation prc-auc = 0.056315
Epoch 1544
Loss = 5.1620e-02, PNorm = 182.0877, GNorm = 0.9803, lr_0 = 9.9929e-04
Validation prc-auc = 0.056734
Epoch 1545
Loss = 2.4779e-02, PNorm = 182.1543, GNorm = 2.4491, lr_0 = 9.9929e-04
Validation prc-auc = 0.060957
Epoch 1546
Loss = 4.4128e-02, PNorm = 182.2211, GNorm = 1.7780, lr_0 = 9.9929e-04
Validation prc-auc = 0.056603
Epoch 1547
Loss = 4.0494e-02, PNorm = 182.3027, GNorm = 1.7942, lr_0 = 9.9929e-04
Validation prc-auc = 0.072215
Epoch 1548
Loss = 2.0228e-02, PNorm = 182.4141, GNorm = 0.1451, lr_0 = 9.9929e-04
Validation prc-auc = 0.061106
Epoch 1549
Loss = 2.8316e-02, PNorm = 182.5089, GNorm = 1.0375, lr_0 = 9.9929e-04
Loss = 3.7303e-02, PNorm = 182.5966, GNorm = 0.3689, lr_0 = 9.9929e-04
Validation prc-auc = 0.058807
Epoch 1550
Loss = 5.5866e-02, PNorm = 182.6810, GNorm = 0.6139, lr_0 = 9.9929e-04
Validation prc-auc = 0.070751
Epoch 1551
Loss = 3.2805e-02, PNorm = 182.7610, GNorm = 0.1695, lr_0 = 9.9929e-04
Validation prc-auc = 0.070765
Epoch 1552
Loss = 5.0084e-02, PNorm = 182.8381, GNorm = 0.6500, lr_0 = 9.9928e-04
Validation prc-auc = 0.057959
Epoch 1553
Loss = 6.0465e-02, PNorm = 182.9041, GNorm = 1.3908, lr_0 = 9.9928e-04
Validation prc-auc = 0.062759
Epoch 1554
Loss = 2.7648e-02, PNorm = 182.9742, GNorm = 0.3601, lr_0 = 9.9928e-04
Validation prc-auc = 0.064093
Epoch 1555
Loss = 6.6874e-03, PNorm = 183.0258, GNorm = 0.0782, lr_0 = 9.9928e-04
Validation prc-auc = 0.063676
Epoch 1556
Loss = 2.3175e-02, PNorm = 183.0653, GNorm = 0.1385, lr_0 = 9.9928e-04
Validation prc-auc = 0.045437
Epoch 1557
Loss = 1.0712e-02, PNorm = 183.1578, GNorm = 0.7222, lr_0 = 9.9928e-04
Validation prc-auc = 0.039346
Epoch 1558
Loss = 3.6106e-03, PNorm = 183.2614, GNorm = 0.3885, lr_0 = 9.9928e-04
Validation prc-auc = 0.044502
Epoch 1559
Loss = 7.4038e-02, PNorm = 183.3561, GNorm = 0.7772, lr_0 = 9.9928e-04
Loss = 1.9246e-02, PNorm = 183.4190, GNorm = 0.2317, lr_0 = 9.9928e-04
Validation prc-auc = 0.054617
Epoch 1560
Loss = 5.5344e-02, PNorm = 183.4727, GNorm = 1.1153, lr_0 = 9.9928e-04
Validation prc-auc = 0.053261
Epoch 1561
Loss = 3.3947e-02, PNorm = 183.5498, GNorm = 0.5061, lr_0 = 9.9928e-04
Validation prc-auc = 0.034291
Epoch 1562
Loss = 3.1931e-02, PNorm = 183.6252, GNorm = 1.8054, lr_0 = 9.9928e-04
Validation prc-auc = 0.049442
Epoch 1563
Loss = 4.0350e-02, PNorm = 183.7050, GNorm = 0.2724, lr_0 = 9.9928e-04
Validation prc-auc = 0.048684
Epoch 1564
Loss = 3.2224e-02, PNorm = 183.7877, GNorm = 1.1723, lr_0 = 9.9928e-04
Validation prc-auc = 0.036500
Epoch 1565
Loss = 4.2836e-02, PNorm = 183.8536, GNorm = 1.3542, lr_0 = 9.9928e-04
Validation prc-auc = 0.036377
Epoch 1566
Loss = 6.9609e-02, PNorm = 183.9066, GNorm = 0.8222, lr_0 = 9.9927e-04
Validation prc-auc = 0.023113
Epoch 1567
Loss = 6.8731e-03, PNorm = 183.9660, GNorm = 0.3957, lr_0 = 9.9927e-04
Validation prc-auc = 0.029315
Epoch 1568
Loss = 1.3193e-02, PNorm = 184.0112, GNorm = 0.3442, lr_0 = 9.9927e-04
Validation prc-auc = 0.062287
Epoch 1569
Loss = 1.2125e-02, PNorm = 184.0641, GNorm = 0.4791, lr_0 = 9.9927e-04
Loss = 1.7244e-02, PNorm = 184.1100, GNorm = 0.4344, lr_0 = 9.9927e-04
Validation prc-auc = 0.060219
Epoch 1570
Loss = 2.7762e-02, PNorm = 184.1540, GNorm = 0.2534, lr_0 = 9.9927e-04
Validation prc-auc = 0.063449
Epoch 1571
Loss = 2.6206e-02, PNorm = 184.1958, GNorm = 0.0829, lr_0 = 9.9927e-04
Validation prc-auc = 0.065253
Epoch 1572
Loss = 1.2773e-02, PNorm = 184.2380, GNorm = 0.8385, lr_0 = 9.9927e-04
Validation prc-auc = 0.052712
Epoch 1573
Loss = 7.4926e-02, PNorm = 184.2933, GNorm = 0.8469, lr_0 = 9.9927e-04
Validation prc-auc = 0.019242
Epoch 1574
Loss = 1.4359e-02, PNorm = 184.3666, GNorm = 0.2691, lr_0 = 9.9927e-04
Validation prc-auc = 0.015671
Epoch 1575
Loss = 1.7368e-02, PNorm = 184.4333, GNorm = 0.9039, lr_0 = 9.9927e-04
Validation prc-auc = 0.017554
Epoch 1576
Loss = 3.1829e-02, PNorm = 184.4993, GNorm = 1.7791, lr_0 = 9.9927e-04
Validation prc-auc = 0.020160
Epoch 1577
Loss = 3.8153e-02, PNorm = 184.5762, GNorm = 0.8897, lr_0 = 9.9927e-04
Validation prc-auc = 0.018445
Epoch 1578
Loss = 1.3479e-01, PNorm = 184.6424, GNorm = 4.2153, lr_0 = 9.9927e-04
Validation prc-auc = 0.027162
Epoch 1579
Loss = 1.8066e-02, PNorm = 184.7493, GNorm = 0.5174, lr_0 = 9.9926e-04
Loss = 4.6237e-02, PNorm = 184.8471, GNorm = 0.9910, lr_0 = 9.9926e-04
Validation prc-auc = 0.038622
Epoch 1580
Loss = 4.3812e-02, PNorm = 184.9299, GNorm = 0.1066, lr_0 = 9.9926e-04
Validation prc-auc = 0.040862
Epoch 1581
Loss = 3.9338e-02, PNorm = 185.0117, GNorm = 0.1217, lr_0 = 9.9926e-04
Validation prc-auc = 0.029212
Epoch 1582
Loss = 5.6301e-02, PNorm = 185.1363, GNorm = 0.3882, lr_0 = 9.9926e-04
Validation prc-auc = 0.033720
Epoch 1583
Loss = 3.2922e-02, PNorm = 185.2332, GNorm = 1.9430, lr_0 = 9.9926e-04
Validation prc-auc = 0.054645
Epoch 1584
Loss = 1.4324e-02, PNorm = 185.3110, GNorm = 1.2404, lr_0 = 9.9926e-04
Validation prc-auc = 0.051433
Epoch 1585
Loss = 6.4909e-02, PNorm = 185.3792, GNorm = 2.4257, lr_0 = 9.9926e-04
Validation prc-auc = 0.059578
Epoch 1586
Loss = 3.4376e-02, PNorm = 185.4579, GNorm = 1.3887, lr_0 = 9.9926e-04
Validation prc-auc = 0.056065
Epoch 1587
Loss = 9.8430e-02, PNorm = 185.5451, GNorm = 1.1012, lr_0 = 9.9926e-04
Validation prc-auc = 0.031818
Epoch 1588
Loss = 2.3591e-02, PNorm = 185.6335, GNorm = 0.7221, lr_0 = 9.9926e-04
Validation prc-auc = 0.045086
Epoch 1589
Loss = 7.9249e-03, PNorm = 185.7041, GNorm = 0.1612, lr_0 = 9.9926e-04
Loss = 9.8696e-03, PNorm = 185.7610, GNorm = 0.1391, lr_0 = 9.9926e-04
Validation prc-auc = 0.041269
Epoch 1590
Loss = 6.8119e-02, PNorm = 185.8211, GNorm = 0.4798, lr_0 = 9.9926e-04
Validation prc-auc = 0.047255
Epoch 1591
Loss = 4.3917e-02, PNorm = 185.8964, GNorm = 1.8158, lr_0 = 9.9926e-04
Validation prc-auc = 0.034093
Epoch 1592
Loss = 4.2531e-02, PNorm = 185.9788, GNorm = 0.3026, lr_0 = 9.9925e-04
Validation prc-auc = 0.041689
Epoch 1593
Loss = 4.7257e-02, PNorm = 186.0614, GNorm = 1.9743, lr_0 = 9.9925e-04
Validation prc-auc = 0.044731
Epoch 1594
Loss = 3.6344e-02, PNorm = 186.1405, GNorm = 1.9261, lr_0 = 9.9925e-04
Validation prc-auc = 0.058751
Epoch 1595
Loss = 9.3076e-03, PNorm = 186.2099, GNorm = 0.1747, lr_0 = 9.9925e-04
Validation prc-auc = 0.066186
Epoch 1596
Loss = 4.6311e-02, PNorm = 186.2640, GNorm = 1.8635, lr_0 = 9.9925e-04
Validation prc-auc = 0.051785
Epoch 1597
Loss = 3.0228e-02, PNorm = 186.3215, GNorm = 2.3747, lr_0 = 9.9925e-04
Validation prc-auc = 0.036313
Epoch 1598
Loss = 4.8492e-03, PNorm = 186.4006, GNorm = 0.2322, lr_0 = 9.9925e-04
Validation prc-auc = 0.030090
Epoch 1599
Loss = 3.2404e-02, PNorm = 186.4717, GNorm = 0.9736, lr_0 = 9.9925e-04
Loss = 3.0245e-02, PNorm = 186.5405, GNorm = 0.3995, lr_0 = 9.9925e-04
Validation prc-auc = 0.032173
Epoch 1600
Loss = 3.6853e-02, PNorm = 186.6167, GNorm = 0.2274, lr_0 = 9.9925e-04
Validation prc-auc = 0.036659
Epoch 1601
Loss = 2.1002e-02, PNorm = 186.6925, GNorm = 0.8999, lr_0 = 9.9925e-04
Validation prc-auc = 0.044979
Epoch 1602
Loss = 5.6939e-02, PNorm = 186.7916, GNorm = 1.1944, lr_0 = 9.9925e-04
Validation prc-auc = 0.034483
Epoch 1603
Loss = 4.7598e-02, PNorm = 186.8746, GNorm = 0.9855, lr_0 = 9.9925e-04
Validation prc-auc = 0.034006
Epoch 1604
Loss = 1.3955e-02, PNorm = 186.9543, GNorm = 0.9901, lr_0 = 9.9925e-04
Validation prc-auc = 0.033748
Epoch 1605
Loss = 4.2502e-02, PNorm = 187.0245, GNorm = 4.4285, lr_0 = 9.9924e-04
Validation prc-auc = 0.021805
Epoch 1606
Loss = 2.8320e-02, PNorm = 187.0940, GNorm = 0.5195, lr_0 = 9.9924e-04
Validation prc-auc = 0.023190
Epoch 1607
Loss = 1.1482e-01, PNorm = 187.1646, GNorm = 1.7173, lr_0 = 9.9924e-04
Validation prc-auc = 0.035723
Epoch 1608
Loss = 7.0810e-02, PNorm = 187.2205, GNorm = 0.9113, lr_0 = 9.9924e-04
Validation prc-auc = 0.039276
Epoch 1609
Loss = 7.1430e-02, PNorm = 187.2741, GNorm = 0.7159, lr_0 = 9.9924e-04
Loss = 1.5462e-02, PNorm = 187.3248, GNorm = 1.1346, lr_0 = 9.9924e-04
Validation prc-auc = 0.048055
Epoch 1610
Loss = 2.9435e-02, PNorm = 187.3833, GNorm = 0.7032, lr_0 = 9.9924e-04
Validation prc-auc = 0.049056
Epoch 1611
Loss = 7.5046e-02, PNorm = 187.4614, GNorm = 0.9129, lr_0 = 9.9924e-04
Validation prc-auc = 0.033004
Epoch 1612
Loss = 4.0833e-02, PNorm = 187.5486, GNorm = 1.4627, lr_0 = 9.9924e-04
Validation prc-auc = 0.030783
Epoch 1613
Loss = 5.9851e-02, PNorm = 187.6196, GNorm = 1.4197, lr_0 = 9.9924e-04
Validation prc-auc = 0.033839
Epoch 1614
Loss = 3.0866e-02, PNorm = 187.6890, GNorm = 1.0512, lr_0 = 9.9924e-04
Validation prc-auc = 0.047813
Epoch 1615
Loss = 4.1906e-02, PNorm = 187.7511, GNorm = 1.0191, lr_0 = 9.9924e-04
Validation prc-auc = 0.053886
Epoch 1616
Loss = 3.7116e-02, PNorm = 187.8270, GNorm = 1.8715, lr_0 = 9.9924e-04
Validation prc-auc = 0.061987
Epoch 1617
Loss = 2.6763e-02, PNorm = 187.9094, GNorm = 0.4878, lr_0 = 9.9924e-04
Validation prc-auc = 0.069990
Epoch 1618
Loss = 7.8828e-02, PNorm = 187.9945, GNorm = 1.8494, lr_0 = 9.9924e-04
Validation prc-auc = 0.069916
Epoch 1619
Loss = 1.8788e-02, PNorm = 188.0658, GNorm = 0.6444, lr_0 = 9.9923e-04
Loss = 3.1293e-02, PNorm = 188.1246, GNorm = 0.2406, lr_0 = 9.9923e-04
Validation prc-auc = 0.071502
Epoch 1620
Loss = 2.5362e-02, PNorm = 188.1804, GNorm = 1.9466, lr_0 = 9.9923e-04
Validation prc-auc = 0.060168
Epoch 1621
Loss = 3.7102e-02, PNorm = 188.2366, GNorm = 0.1087, lr_0 = 9.9923e-04
Validation prc-auc = 0.065527
Epoch 1622
Loss = 3.6858e-02, PNorm = 188.3090, GNorm = 0.0440, lr_0 = 9.9923e-04
Validation prc-auc = 0.060187
Epoch 1623
Loss = 4.3264e-02, PNorm = 188.3985, GNorm = 1.2630, lr_0 = 9.9923e-04
Validation prc-auc = 0.066858
Epoch 1624
Loss = 2.3735e-02, PNorm = 188.4966, GNorm = 0.1435, lr_0 = 9.9923e-04
Validation prc-auc = 0.058556
Epoch 1625
Loss = 6.7044e-02, PNorm = 188.5812, GNorm = 0.7299, lr_0 = 9.9923e-04
Validation prc-auc = 0.054914
Epoch 1626
Loss = 3.0579e-02, PNorm = 188.6564, GNorm = 1.3213, lr_0 = 9.9923e-04
Validation prc-auc = 0.056951
Epoch 1627
Loss = 1.4448e-02, PNorm = 188.7511, GNorm = 0.9014, lr_0 = 9.9923e-04
Validation prc-auc = 0.049073
Epoch 1628
Loss = 5.4185e-03, PNorm = 188.8207, GNorm = 0.1302, lr_0 = 9.9923e-04
Validation prc-auc = 0.054101
Epoch 1629
Loss = 2.3326e-03, PNorm = 188.8926, GNorm = 0.0645, lr_0 = 9.9923e-04
Loss = 1.9654e-02, PNorm = 188.9661, GNorm = 0.2490, lr_0 = 9.9923e-04
Validation prc-auc = 0.056942
Epoch 1630
Loss = 4.5585e-02, PNorm = 189.0392, GNorm = 0.7593, lr_0 = 9.9923e-04
Validation prc-auc = 0.068370
Epoch 1631
Loss = 4.7945e-02, PNorm = 189.1161, GNorm = 0.7996, lr_0 = 9.9922e-04
Validation prc-auc = 0.061955
Epoch 1632
Loss = 1.0839e-02, PNorm = 189.1892, GNorm = 1.4485, lr_0 = 9.9922e-04
Validation prc-auc = 0.065899
Epoch 1633
Loss = 1.0037e-02, PNorm = 189.2641, GNorm = 0.0672, lr_0 = 9.9922e-04
Validation prc-auc = 0.066379
Epoch 1634
Loss = 1.1680e-02, PNorm = 189.3347, GNorm = 1.2602, lr_0 = 9.9922e-04
Validation prc-auc = 0.065013
Epoch 1635
Loss = 3.9974e-03, PNorm = 189.4042, GNorm = 0.0840, lr_0 = 9.9922e-04
Validation prc-auc = 0.063408
Epoch 1636
Loss = 3.1399e-02, PNorm = 189.4964, GNorm = 1.0343, lr_0 = 9.9922e-04
Validation prc-auc = 0.063203
Epoch 1637
Loss = 7.3322e-02, PNorm = 189.5788, GNorm = 0.5875, lr_0 = 9.9922e-04
Validation prc-auc = 0.061908
Epoch 1638
Loss = 1.0889e-02, PNorm = 189.6665, GNorm = 1.2284, lr_0 = 9.9922e-04
Validation prc-auc = 0.052006
Epoch 1639
Loss = 4.5869e-03, PNorm = 189.7528, GNorm = 0.2352, lr_0 = 9.9922e-04
Loss = 7.1806e-02, PNorm = 189.8407, GNorm = 5.8625, lr_0 = 9.9922e-04
Validation prc-auc = 0.047566
Epoch 1640
Loss = 6.4976e-02, PNorm = 189.9210, GNorm = 1.6076, lr_0 = 9.9922e-04
Validation prc-auc = 0.026823
Epoch 1641
Loss = 7.9014e-02, PNorm = 190.0169, GNorm = 1.2423, lr_0 = 9.9922e-04
Validation prc-auc = 0.041940
Epoch 1642
Loss = 4.1661e-02, PNorm = 190.1080, GNorm = 0.1156, lr_0 = 9.9922e-04
Validation prc-auc = 0.050220
Epoch 1643
Loss = 4.5538e-02, PNorm = 190.1882, GNorm = 0.2884, lr_0 = 9.9922e-04
Validation prc-auc = 0.057422
Epoch 1644
Loss = 3.5803e-02, PNorm = 190.2557, GNorm = 0.2576, lr_0 = 9.9922e-04
Validation prc-auc = 0.069375
Epoch 1645
Loss = 4.2677e-02, PNorm = 190.3085, GNorm = 0.3274, lr_0 = 9.9921e-04
Validation prc-auc = 0.074778
Epoch 1646
Loss = 5.0349e-02, PNorm = 190.3691, GNorm = 0.2453, lr_0 = 9.9921e-04
Validation prc-auc = 0.066016
Epoch 1647
Loss = 3.7724e-02, PNorm = 190.4328, GNorm = 0.7682, lr_0 = 9.9921e-04
Validation prc-auc = 0.059339
Epoch 1648
Loss = 1.6262e-02, PNorm = 190.4895, GNorm = 0.8860, lr_0 = 9.9921e-04
Validation prc-auc = 0.058914
Epoch 1649
Loss = 8.7726e-03, PNorm = 190.5311, GNorm = 0.2476, lr_0 = 9.9921e-04
Loss = 2.4959e-02, PNorm = 190.5778, GNorm = 0.0975, lr_0 = 9.9921e-04
Validation prc-auc = 0.065601
Epoch 1650
Loss = 2.0865e-02, PNorm = 190.6192, GNorm = 0.9170, lr_0 = 9.9921e-04
Validation prc-auc = 0.060733
Epoch 1651
Loss = 4.5906e-02, PNorm = 190.6562, GNorm = 1.6265, lr_0 = 9.9921e-04
Validation prc-auc = 0.065542
Epoch 1652
Loss = 5.1709e-02, PNorm = 190.7111, GNorm = 1.3144, lr_0 = 9.9921e-04
Validation prc-auc = 0.066141
Epoch 1653
Loss = 5.0446e-02, PNorm = 190.7952, GNorm = 0.1660, lr_0 = 9.9921e-04
Validation prc-auc = 0.065888
Epoch 1654
Loss = 1.8421e-02, PNorm = 190.8968, GNorm = 0.2875, lr_0 = 9.9921e-04
Validation prc-auc = 0.067405
Epoch 1655
Loss = 1.0818e-02, PNorm = 190.9753, GNorm = 0.0788, lr_0 = 9.9921e-04
Validation prc-auc = 0.073261
Epoch 1656
Loss = 1.0721e-02, PNorm = 191.0501, GNorm = 0.1864, lr_0 = 9.9921e-04
Validation prc-auc = 0.064560
Epoch 1657
Loss = 4.2805e-02, PNorm = 191.1149, GNorm = 1.3633, lr_0 = 9.9921e-04
Validation prc-auc = 0.050966
Epoch 1658
Loss = 4.3555e-03, PNorm = 191.1787, GNorm = 0.0559, lr_0 = 9.9921e-04
Validation prc-auc = 0.060750
Epoch 1659
Loss = 3.9235e-02, PNorm = 191.2301, GNorm = 1.0211, lr_0 = 9.9920e-04
Loss = 2.9490e-02, PNorm = 191.2940, GNorm = 0.7241, lr_0 = 9.9920e-04
Validation prc-auc = 0.062290
Epoch 1660
Loss = 3.9836e-02, PNorm = 191.3603, GNorm = 0.4446, lr_0 = 9.9920e-04
Validation prc-auc = 0.055391
Epoch 1661
Loss = 1.5066e-02, PNorm = 191.4123, GNorm = 0.2444, lr_0 = 9.9920e-04
Validation prc-auc = 0.062338
Epoch 1662
Loss = 3.1744e-02, PNorm = 191.4630, GNorm = 0.1646, lr_0 = 9.9920e-04
Validation prc-auc = 0.064010
Epoch 1663
Loss = 3.6026e-02, PNorm = 191.5174, GNorm = 1.1617, lr_0 = 9.9920e-04
Validation prc-auc = 0.071296
Epoch 1664
Loss = 5.1755e-02, PNorm = 191.5716, GNorm = 0.0765, lr_0 = 9.9920e-04
Validation prc-auc = 0.064468
Epoch 1665
Loss = 1.8963e-02, PNorm = 191.6247, GNorm = 0.0810, lr_0 = 9.9920e-04
Validation prc-auc = 0.068493
Epoch 1666
Loss = 4.5833e-02, PNorm = 191.6852, GNorm = 0.8148, lr_0 = 9.9920e-04
Validation prc-auc = 0.060940
Epoch 1667
Loss = 2.4017e-02, PNorm = 191.7479, GNorm = 0.3740, lr_0 = 9.9920e-04
Validation prc-auc = 0.064024
Epoch 1668
Loss = 5.3941e-03, PNorm = 191.8022, GNorm = 0.1658, lr_0 = 9.9920e-04
Validation prc-auc = 0.059640
Epoch 1669
Loss = 1.7652e-02, PNorm = 191.8517, GNorm = 0.8821, lr_0 = 9.9920e-04
Loss = 2.6040e-02, PNorm = 191.9032, GNorm = 2.2549, lr_0 = 9.9920e-04
Validation prc-auc = 0.067619
Epoch 1670
Loss = 4.3604e-02, PNorm = 191.9516, GNorm = 1.4001, lr_0 = 9.9920e-04
Validation prc-auc = 0.052392
Epoch 1671
Loss = 3.4783e-02, PNorm = 192.0014, GNorm = 0.8452, lr_0 = 9.9919e-04
Validation prc-auc = 0.044594
Epoch 1672
Loss = 3.9182e-02, PNorm = 192.0575, GNorm = 0.8466, lr_0 = 9.9919e-04
Validation prc-auc = 0.047367
Epoch 1673
Loss = 5.9303e-02, PNorm = 192.1298, GNorm = 0.8454, lr_0 = 9.9919e-04
Validation prc-auc = 0.060129
Epoch 1674
Loss = 4.0702e-02, PNorm = 192.2016, GNorm = 0.7276, lr_0 = 9.9919e-04
Validation prc-auc = 0.065529
Epoch 1675
Loss = 5.1750e-02, PNorm = 192.2723, GNorm = 0.0975, lr_0 = 9.9919e-04
Validation prc-auc = 0.056266
Epoch 1676
Loss = 5.0408e-02, PNorm = 192.3370, GNorm = 1.0128, lr_0 = 9.9919e-04
Validation prc-auc = 0.060057
Epoch 1677
Loss = 9.4584e-03, PNorm = 192.3884, GNorm = 0.9883, lr_0 = 9.9919e-04
Validation prc-auc = 0.063109
Epoch 1678
Loss = 4.8712e-02, PNorm = 192.4322, GNorm = 1.4833, lr_0 = 9.9919e-04
Validation prc-auc = 0.058338
Epoch 1679
Loss = 1.2843e-02, PNorm = 192.4757, GNorm = 0.5356, lr_0 = 9.9919e-04
Loss = 4.6818e-02, PNorm = 192.5099, GNorm = 1.0881, lr_0 = 9.9919e-04
Validation prc-auc = 0.059709
Epoch 1680
Loss = 2.5199e-02, PNorm = 192.5456, GNorm = 0.9742, lr_0 = 9.9919e-04
Validation prc-auc = 0.049673
Epoch 1681
Loss = 2.3052e-02, PNorm = 192.5928, GNorm = 0.9826, lr_0 = 9.9919e-04
Validation prc-auc = 0.057219
Epoch 1682
Loss = 1.6597e-02, PNorm = 192.6427, GNorm = 0.3233, lr_0 = 9.9919e-04
Validation prc-auc = 0.056767
Epoch 1683
Loss = 2.7422e-02, PNorm = 192.6975, GNorm = 0.1355, lr_0 = 9.9919e-04
Validation prc-auc = 0.047070
Epoch 1684
Loss = 7.7734e-02, PNorm = 192.7531, GNorm = 0.8421, lr_0 = 9.9919e-04
Validation prc-auc = 0.059038
Epoch 1685
Loss = 2.1370e-02, PNorm = 192.8168, GNorm = 0.3264, lr_0 = 9.9918e-04
Validation prc-auc = 0.061381
Epoch 1686
Loss = 1.0089e-01, PNorm = 192.8786, GNorm = 0.2868, lr_0 = 9.9918e-04
Validation prc-auc = 0.066378
Epoch 1687
Loss = 7.7018e-03, PNorm = 192.9492, GNorm = 0.2278, lr_0 = 9.9918e-04
Validation prc-auc = 0.068113
Epoch 1688
Loss = 3.1532e-02, PNorm = 193.0303, GNorm = 0.9129, lr_0 = 9.9918e-04
Validation prc-auc = 0.059824
Epoch 1689
Loss = 1.1724e-02, PNorm = 193.1145, GNorm = 0.7613, lr_0 = 9.9918e-04
Loss = 5.2917e-02, PNorm = 193.2055, GNorm = 1.6411, lr_0 = 9.9918e-04
Validation prc-auc = 0.067352
Epoch 1690
Loss = 3.0391e-02, PNorm = 193.2978, GNorm = 0.3817, lr_0 = 9.9918e-04
Validation prc-auc = 0.069621
Epoch 1691
Loss = 2.3608e-02, PNorm = 193.3655, GNorm = 0.3641, lr_0 = 9.9918e-04
Validation prc-auc = 0.066694
Epoch 1692
Loss = 3.1420e-02, PNorm = 193.4251, GNorm = 0.2142, lr_0 = 9.9918e-04
Validation prc-auc = 0.060040
Epoch 1693
Loss = 5.2926e-02, PNorm = 193.4829, GNorm = 0.8556, lr_0 = 9.9918e-04
Validation prc-auc = 0.060314
Epoch 1694
Loss = 1.6920e-02, PNorm = 193.5333, GNorm = 0.5452, lr_0 = 9.9918e-04
Validation prc-auc = 0.058125
Epoch 1695
Loss = 2.1387e-02, PNorm = 193.5767, GNorm = 0.3414, lr_0 = 9.9918e-04
Validation prc-auc = 0.052563
Epoch 1696
Loss = 9.8760e-03, PNorm = 193.6133, GNorm = 1.1059, lr_0 = 9.9918e-04
Validation prc-auc = 0.035977
Epoch 1697
Loss = 4.0550e-02, PNorm = 193.6624, GNorm = 0.2841, lr_0 = 9.9918e-04
Validation prc-auc = 0.055305
Epoch 1698
Loss = 1.0496e-02, PNorm = 193.7153, GNorm = 0.2851, lr_0 = 9.9917e-04
Validation prc-auc = 0.078697
Epoch 1699
Loss = 9.3859e-02, PNorm = 193.7646, GNorm = 1.8863, lr_0 = 9.9917e-04
Loss = 1.9436e-02, PNorm = 193.8244, GNorm = 0.7084, lr_0 = 9.9917e-04
Validation prc-auc = 0.086205
Epoch 1700
Loss = 4.2227e-02, PNorm = 193.8801, GNorm = 2.9527, lr_0 = 9.9917e-04
Validation prc-auc = 0.092196
Epoch 1701
Loss = 2.2922e-02, PNorm = 193.9295, GNorm = 0.3944, lr_0 = 9.9917e-04
Validation prc-auc = 0.077691
Epoch 1702
Loss = 5.5203e-02, PNorm = 193.9762, GNorm = 1.3139, lr_0 = 9.9917e-04
Validation prc-auc = 0.069969
Epoch 1703
Loss = 1.9908e-02, PNorm = 194.0394, GNorm = 0.9588, lr_0 = 9.9917e-04
Validation prc-auc = 0.064696
Epoch 1704
Loss = 3.1871e-02, PNorm = 194.0873, GNorm = 0.0916, lr_0 = 9.9917e-04
Validation prc-auc = 0.061955
Epoch 1705
Loss = 1.6496e-02, PNorm = 194.1296, GNorm = 1.8765, lr_0 = 9.9917e-04
Validation prc-auc = 0.066884
Epoch 1706
Loss = 2.2497e-02, PNorm = 194.1812, GNorm = 0.7463, lr_0 = 9.9917e-04
Validation prc-auc = 0.075715
Epoch 1707
Loss = 9.1986e-03, PNorm = 194.2332, GNorm = 0.1956, lr_0 = 9.9917e-04
Validation prc-auc = 0.063839
Epoch 1708
Loss = 1.1458e-02, PNorm = 194.2861, GNorm = 0.9732, lr_0 = 9.9917e-04
Validation prc-auc = 0.050533
Epoch 1709
Loss = 2.5972e-02, PNorm = 194.3627, GNorm = 1.1181, lr_0 = 9.9917e-04
Loss = 3.7498e-02, PNorm = 194.4320, GNorm = 2.2809, lr_0 = 9.9917e-04
Validation prc-auc = 0.048360
Epoch 1710
Loss = 4.2029e-02, PNorm = 194.4908, GNorm = 1.2110, lr_0 = 9.9917e-04
Validation prc-auc = 0.050625
Epoch 1711
Loss = 5.0134e-02, PNorm = 194.5469, GNorm = 1.3698, lr_0 = 9.9916e-04
Validation prc-auc = 0.055348
Epoch 1712
Loss = 3.4214e-02, PNorm = 194.6172, GNorm = 2.2780, lr_0 = 9.9916e-04
Validation prc-auc = 0.058743
Epoch 1713
Loss = 3.6478e-02, PNorm = 194.6814, GNorm = 1.4295, lr_0 = 9.9916e-04
Validation prc-auc = 0.053628
Epoch 1714
Loss = 6.5302e-02, PNorm = 194.7447, GNorm = 0.2375, lr_0 = 9.9916e-04
Validation prc-auc = 0.049531
Epoch 1715
Loss = 2.5627e-02, PNorm = 194.8117, GNorm = 0.8188, lr_0 = 9.9916e-04
Validation prc-auc = 0.053501
Epoch 1716
Loss = 8.3834e-02, PNorm = 194.8695, GNorm = 1.1476, lr_0 = 9.9916e-04
Validation prc-auc = 0.062105
Epoch 1717
Loss = 2.4277e-02, PNorm = 194.9426, GNorm = 0.3078, lr_0 = 9.9916e-04
Validation prc-auc = 0.064195
Epoch 1718
Loss = 1.6920e-01, PNorm = 195.0068, GNorm = 2.5675, lr_0 = 9.9916e-04
Validation prc-auc = 0.056578
Epoch 1719
Loss = 1.1242e-02, PNorm = 195.0654, GNorm = 0.2741, lr_0 = 9.9916e-04
Loss = 5.9888e-02, PNorm = 195.1578, GNorm = 0.5543, lr_0 = 9.9916e-04
Validation prc-auc = 0.071852
Epoch 1720
Loss = 4.2591e-02, PNorm = 195.2503, GNorm = 0.3773, lr_0 = 9.9916e-04
Validation prc-auc = 0.075067
Epoch 1721
Loss = 3.3622e-02, PNorm = 195.3310, GNorm = 1.1335, lr_0 = 9.9916e-04
Validation prc-auc = 0.066417
Epoch 1722
Loss = 2.5833e-02, PNorm = 195.3966, GNorm = 1.2432, lr_0 = 9.9916e-04
Validation prc-auc = 0.065954
Epoch 1723
Loss = 4.9001e-02, PNorm = 195.4597, GNorm = 1.4866, lr_0 = 9.9916e-04
Validation prc-auc = 0.067776
Epoch 1724
Loss = 2.4248e-02, PNorm = 195.5289, GNorm = 0.3095, lr_0 = 9.9915e-04
Validation prc-auc = 0.051690
Epoch 1725
Loss = 5.9892e-02, PNorm = 195.5902, GNorm = 0.9334, lr_0 = 9.9915e-04
Validation prc-auc = 0.065917
Epoch 1726
Loss = 7.9892e-02, PNorm = 195.6409, GNorm = 1.0649, lr_0 = 9.9915e-04
Validation prc-auc = 0.054383
Epoch 1727
Loss = 1.6803e-02, PNorm = 195.6984, GNorm = 1.0714, lr_0 = 9.9915e-04
Validation prc-auc = 0.050969
Epoch 1728
Loss = 4.8751e-03, PNorm = 195.7502, GNorm = 0.0898, lr_0 = 9.9915e-04
Validation prc-auc = 0.061674
Epoch 1729
Loss = 6.4912e-03, PNorm = 195.7951, GNorm = 0.3622, lr_0 = 9.9915e-04
Loss = 1.3439e-02, PNorm = 195.8382, GNorm = 0.5644, lr_0 = 9.9915e-04
Validation prc-auc = 0.061818
Epoch 1730
Loss = 4.3717e-02, PNorm = 195.8817, GNorm = 2.5711, lr_0 = 9.9915e-04
Validation prc-auc = 0.057959
Epoch 1731
Loss = 5.1063e-02, PNorm = 195.9477, GNorm = 0.0864, lr_0 = 9.9915e-04
Validation prc-auc = 0.063001
Epoch 1732
Loss = 1.9912e-02, PNorm = 196.0228, GNorm = 0.0167, lr_0 = 9.9915e-04
Validation prc-auc = 0.057800
Epoch 1733
Loss = 4.3118e-02, PNorm = 196.0887, GNorm = 0.4294, lr_0 = 9.9915e-04
Validation prc-auc = 0.056568
Epoch 1734
Loss = 5.8007e-02, PNorm = 196.1464, GNorm = 1.4581, lr_0 = 9.9915e-04
Validation prc-auc = 0.053190
Epoch 1735
Loss = 1.9398e-02, PNorm = 196.2121, GNorm = 0.1971, lr_0 = 9.9915e-04
Validation prc-auc = 0.056043
Epoch 1736
Loss = 3.8736e-02, PNorm = 196.2659, GNorm = 0.5657, lr_0 = 9.9915e-04
Validation prc-auc = 0.062434
Epoch 1737
Loss = 1.1644e-02, PNorm = 196.3437, GNorm = 0.5549, lr_0 = 9.9915e-04
Validation prc-auc = 0.061212
Epoch 1738
Loss = 7.5997e-02, PNorm = 196.4188, GNorm = 1.2509, lr_0 = 9.9914e-04
Validation prc-auc = 0.054824
Epoch 1739
Loss = 3.5100e-02, PNorm = 196.5024, GNorm = 0.9596, lr_0 = 9.9914e-04
Loss = 8.8347e-02, PNorm = 196.5726, GNorm = 2.6883, lr_0 = 9.9914e-04
Validation prc-auc = 0.065417
Epoch 1740
Loss = 3.9707e-02, PNorm = 196.6359, GNorm = 1.1942, lr_0 = 9.9914e-04
Validation prc-auc = 0.072909
Epoch 1741
Loss = 2.8129e-02, PNorm = 196.6924, GNorm = 0.6178, lr_0 = 9.9914e-04
Validation prc-auc = 0.078910
Epoch 1742
Loss = 1.2890e-02, PNorm = 196.7383, GNorm = 0.0590, lr_0 = 9.9914e-04
Validation prc-auc = 0.082430
Epoch 1743
Loss = 2.2534e-02, PNorm = 196.7854, GNorm = 0.9820, lr_0 = 9.9914e-04
Validation prc-auc = 0.080802
Epoch 1744
Loss = 3.3615e-02, PNorm = 196.8285, GNorm = 0.5448, lr_0 = 9.9914e-04
Validation prc-auc = 0.086164
Epoch 1745
Loss = 2.7195e-02, PNorm = 196.8656, GNorm = 0.2772, lr_0 = 9.9914e-04
Validation prc-auc = 0.086121
Epoch 1746
Loss = 2.8502e-02, PNorm = 196.9005, GNorm = 2.2472, lr_0 = 9.9914e-04
Validation prc-auc = 0.087004
Epoch 1747
Loss = 7.5637e-02, PNorm = 196.9463, GNorm = 2.6992, lr_0 = 9.9914e-04
Validation prc-auc = 0.074932
Epoch 1748
Loss = 6.2575e-02, PNorm = 197.0098, GNorm = 1.4940, lr_0 = 9.9914e-04
Validation prc-auc = 0.085019
Epoch 1749
Loss = 8.9927e-03, PNorm = 197.0718, GNorm = 0.4346, lr_0 = 9.9914e-04
Loss = 3.3859e-02, PNorm = 197.1313, GNorm = 1.0761, lr_0 = 9.9914e-04
Validation prc-auc = 0.075530
Epoch 1750
Loss = 5.5827e-02, PNorm = 197.1959, GNorm = 1.1934, lr_0 = 9.9913e-04
Validation prc-auc = 0.077651
Epoch 1751
Loss = 4.8285e-02, PNorm = 197.2659, GNorm = 1.4241, lr_0 = 9.9913e-04
Validation prc-auc = 0.074825
Epoch 1752
Loss = 1.9821e-02, PNorm = 197.3192, GNorm = 0.1908, lr_0 = 9.9913e-04
Validation prc-auc = 0.072620
Epoch 1753
Loss = 3.4809e-02, PNorm = 197.3643, GNorm = 0.2836, lr_0 = 9.9913e-04
Validation prc-auc = 0.066649
Epoch 1754
Loss = 2.3123e-02, PNorm = 197.4087, GNorm = 0.9248, lr_0 = 9.9913e-04
Validation prc-auc = 0.063548
Epoch 1755
Loss = 1.1546e-02, PNorm = 197.4534, GNorm = 0.1051, lr_0 = 9.9913e-04
Validation prc-auc = 0.062624
Epoch 1756
Loss = 2.7105e-02, PNorm = 197.5122, GNorm = 0.4146, lr_0 = 9.9913e-04
Validation prc-auc = 0.067329
Epoch 1757
Loss = 5.6331e-02, PNorm = 197.5859, GNorm = 0.8949, lr_0 = 9.9913e-04
Validation prc-auc = 0.069963
Epoch 1758
Loss = 3.8526e-02, PNorm = 197.6728, GNorm = 2.5170, lr_0 = 9.9913e-04
Validation prc-auc = 0.068571
Epoch 1759
Loss = 1.3446e-02, PNorm = 197.7415, GNorm = 0.4914, lr_0 = 9.9913e-04
Loss = 2.8764e-02, PNorm = 197.7911, GNorm = 0.1161, lr_0 = 9.9913e-04
Validation prc-auc = 0.071598
Epoch 1760
Loss = 2.4976e-02, PNorm = 197.8386, GNorm = 0.3201, lr_0 = 9.9913e-04
Validation prc-auc = 0.087391
Epoch 1761
Loss = 1.6984e-02, PNorm = 197.8793, GNorm = 0.3068, lr_0 = 9.9913e-04
Validation prc-auc = 0.087559
Epoch 1762
Loss = 1.1916e-02, PNorm = 197.9153, GNorm = 0.8589, lr_0 = 9.9913e-04
Validation prc-auc = 0.081105
Epoch 1763
Loss = 3.7564e-02, PNorm = 197.9493, GNorm = 0.1780, lr_0 = 9.9913e-04
Validation prc-auc = 0.052986
Epoch 1764
Loss = 1.3910e-02, PNorm = 197.9907, GNorm = 0.3802, lr_0 = 9.9912e-04
Validation prc-auc = 0.061680
Epoch 1765
Loss = 4.9761e-02, PNorm = 198.0432, GNorm = 0.4991, lr_0 = 9.9912e-04
Validation prc-auc = 0.067737
Epoch 1766
Loss = 2.0870e-02, PNorm = 198.1023, GNorm = 0.5679, lr_0 = 9.9912e-04
Validation prc-auc = 0.055670
Epoch 1767
Loss = 3.6082e-02, PNorm = 198.1649, GNorm = 2.1457, lr_0 = 9.9912e-04
Validation prc-auc = 0.051802
Epoch 1768
Loss = 1.2946e-02, PNorm = 198.2270, GNorm = 0.4076, lr_0 = 9.9912e-04
Validation prc-auc = 0.063307
Epoch 1769
Loss = 9.0749e-02, PNorm = 198.2827, GNorm = 0.8846, lr_0 = 9.9912e-04
Loss = 4.3327e-02, PNorm = 198.3518, GNorm = 0.3051, lr_0 = 9.9912e-04
Validation prc-auc = 0.071460
Epoch 1770
Loss = 6.6942e-02, PNorm = 198.4252, GNorm = 1.8432, lr_0 = 9.9912e-04
Validation prc-auc = 0.080302
Epoch 1771
Loss = 4.6888e-02, PNorm = 198.5158, GNorm = 2.7049, lr_0 = 9.9912e-04
Validation prc-auc = 0.062685
Epoch 1772
Loss = 4.1191e-02, PNorm = 198.6023, GNorm = 1.0862, lr_0 = 9.9912e-04
Validation prc-auc = 0.047930
Epoch 1773
Loss = 4.9270e-02, PNorm = 198.6749, GNorm = 1.3495, lr_0 = 9.9912e-04
Validation prc-auc = 0.055333
Epoch 1774
Loss = 1.9077e-02, PNorm = 198.7387, GNorm = 0.9758, lr_0 = 9.9912e-04
Validation prc-auc = 0.064868
Epoch 1775
Loss = 6.7767e-02, PNorm = 198.8048, GNorm = 0.6721, lr_0 = 9.9912e-04
Validation prc-auc = 0.074888
Epoch 1776
Loss = 4.2196e-02, PNorm = 198.8962, GNorm = 1.1451, lr_0 = 9.9912e-04
Validation prc-auc = 0.077444
Epoch 1777
Loss = 4.4173e-02, PNorm = 198.9913, GNorm = 0.7379, lr_0 = 9.9911e-04
Validation prc-auc = 0.079002
Epoch 1778
Loss = 9.1507e-02, PNorm = 199.0774, GNorm = 1.8980, lr_0 = 9.9911e-04
Validation prc-auc = 0.079569
Epoch 1779
Loss = 6.7248e-02, PNorm = 199.1526, GNorm = 1.9603, lr_0 = 9.9911e-04
Loss = 3.7902e-02, PNorm = 199.2117, GNorm = 0.3834, lr_0 = 9.9911e-04
Validation prc-auc = 0.078698
Epoch 1780
Loss = 2.4066e-02, PNorm = 199.2621, GNorm = 0.7259, lr_0 = 9.9911e-04
Validation prc-auc = 0.075271
Epoch 1781
Loss = 2.9441e-02, PNorm = 199.3133, GNorm = 1.0805, lr_0 = 9.9911e-04
Validation prc-auc = 0.074088
Epoch 1782
Loss = 5.2428e-02, PNorm = 199.3752, GNorm = 2.0614, lr_0 = 9.9911e-04
Validation prc-auc = 0.069048
Epoch 1783
Loss = 6.8707e-02, PNorm = 199.4667, GNorm = 0.0449, lr_0 = 9.9911e-04
Validation prc-auc = 0.070880
Epoch 1784
Loss = 5.6319e-02, PNorm = 199.5850, GNorm = 1.1828, lr_0 = 9.9911e-04
Validation prc-auc = 0.070561
Epoch 1785
Loss = 5.9088e-02, PNorm = 199.6944, GNorm = 0.8770, lr_0 = 9.9911e-04
Validation prc-auc = 0.050855
Epoch 1786
Loss = 2.3095e-02, PNorm = 199.7829, GNorm = 0.7215, lr_0 = 9.9911e-04
Validation prc-auc = 0.054988
Epoch 1787
Loss = 4.6727e-02, PNorm = 199.8507, GNorm = 0.7105, lr_0 = 9.9911e-04
Validation prc-auc = 0.067723
Epoch 1788
Loss = 1.3570e-02, PNorm = 199.9163, GNorm = 0.9590, lr_0 = 9.9911e-04
Validation prc-auc = 0.072486
Epoch 1789
Loss = 7.2868e-02, PNorm = 199.9718, GNorm = 1.3587, lr_0 = 9.9911e-04
Loss = 6.6716e-02, PNorm = 200.0341, GNorm = 1.3956, lr_0 = 9.9911e-04
Validation prc-auc = 0.076486
Epoch 1790
Loss = 3.3217e-02, PNorm = 200.1100, GNorm = 0.9703, lr_0 = 9.9910e-04
Validation prc-auc = 0.066816
Epoch 1791
Loss = 3.3717e-02, PNorm = 200.1929, GNorm = 0.3453, lr_0 = 9.9910e-04
Validation prc-auc = 0.081062
Epoch 1792
Loss = 5.6516e-02, PNorm = 200.2590, GNorm = 0.7400, lr_0 = 9.9910e-04
Validation prc-auc = 0.075180
Epoch 1793
Loss = 3.3600e-02, PNorm = 200.3205, GNorm = 1.7367, lr_0 = 9.9910e-04
Validation prc-auc = 0.076639
Epoch 1794
Loss = 3.4905e-02, PNorm = 200.3860, GNorm = 0.8089, lr_0 = 9.9910e-04
Validation prc-auc = 0.077983
Epoch 1795
Loss = 6.2147e-02, PNorm = 200.4491, GNorm = 0.9855, lr_0 = 9.9910e-04
Validation prc-auc = 0.071364
Epoch 1796
Loss = 1.7012e-02, PNorm = 200.5151, GNorm = 0.8432, lr_0 = 9.9910e-04
Validation prc-auc = 0.069187
Epoch 1797
Loss = 8.1025e-02, PNorm = 200.5655, GNorm = 0.9056, lr_0 = 9.9910e-04
Validation prc-auc = 0.078313
Epoch 1798
Loss = 1.5019e-02, PNorm = 200.6236, GNorm = 0.0747, lr_0 = 9.9910e-04
Validation prc-auc = 0.076590
Epoch 1799
Loss = 4.1425e-02, PNorm = 200.6701, GNorm = 2.1073, lr_0 = 9.9910e-04
Loss = 2.2266e-02, PNorm = 200.7310, GNorm = 0.2427, lr_0 = 9.9910e-04
Validation prc-auc = 0.086560
Epoch 1800
Loss = 2.6681e-02, PNorm = 200.7960, GNorm = 1.4893, lr_0 = 9.9910e-04
Validation prc-auc = 0.089426
Epoch 1801
Loss = 2.4669e-02, PNorm = 200.8895, GNorm = 0.6794, lr_0 = 9.9910e-04
Validation prc-auc = 0.081073
Epoch 1802
Loss = 3.5356e-02, PNorm = 200.9788, GNorm = 0.9584, lr_0 = 9.9910e-04
Validation prc-auc = 0.080549
Epoch 1803
Loss = 3.1842e-02, PNorm = 201.0543, GNorm = 0.0701, lr_0 = 9.9909e-04
Validation prc-auc = 0.060826
Epoch 1804
Loss = 5.3581e-02, PNorm = 201.1402, GNorm = 1.8651, lr_0 = 9.9909e-04
Validation prc-auc = 0.068158
Epoch 1805
Loss = 5.7986e-02, PNorm = 201.2457, GNorm = 2.0887, lr_0 = 9.9909e-04
Validation prc-auc = 0.074840
Epoch 1806
Loss = 8.3452e-02, PNorm = 201.3575, GNorm = 4.3456, lr_0 = 9.9909e-04
Validation prc-auc = 0.079296
Epoch 1807
Loss = 8.9687e-02, PNorm = 201.4635, GNorm = 1.9929, lr_0 = 9.9909e-04
Validation prc-auc = 0.075343
Epoch 1808
Loss = 6.7726e-02, PNorm = 201.5618, GNorm = 0.8668, lr_0 = 9.9909e-04
Validation prc-auc = 0.081692
Epoch 1809
Loss = 3.6624e-02, PNorm = 201.6403, GNorm = 1.1841, lr_0 = 9.9909e-04
Loss = 5.1692e-02, PNorm = 201.7164, GNorm = 0.3570, lr_0 = 9.9909e-04
Validation prc-auc = 0.085515
Epoch 1810
Loss = 1.7234e-02, PNorm = 201.7880, GNorm = 0.1178, lr_0 = 9.9909e-04
Validation prc-auc = 0.083192
Epoch 1811
Loss = 3.7622e-02, PNorm = 201.8415, GNorm = 0.7548, lr_0 = 9.9909e-04
Validation prc-auc = 0.079482
Epoch 1812
Loss = 3.5525e-02, PNorm = 201.9005, GNorm = 2.3110, lr_0 = 9.9909e-04
Validation prc-auc = 0.083889
Epoch 1813
Loss = 6.4126e-03, PNorm = 201.9581, GNorm = 0.3094, lr_0 = 9.9909e-04
Validation prc-auc = 0.077596
Epoch 1814
Loss = 2.7006e-02, PNorm = 202.0043, GNorm = 1.4291, lr_0 = 9.9909e-04
Validation prc-auc = 0.075503
Epoch 1815
Loss = 1.0155e-02, PNorm = 202.0535, GNorm = 1.8464, lr_0 = 9.9909e-04
Validation prc-auc = 0.075397
Epoch 1816
Loss = 1.3996e-02, PNorm = 202.0987, GNorm = 0.3113, lr_0 = 9.9909e-04
Validation prc-auc = 0.073740
Epoch 1817
Loss = 1.2104e-02, PNorm = 202.1568, GNorm = 0.2682, lr_0 = 9.9908e-04
Validation prc-auc = 0.071937
Epoch 1818
Loss = 8.3251e-03, PNorm = 202.2220, GNorm = 0.0742, lr_0 = 9.9908e-04
Validation prc-auc = 0.079071
Epoch 1819
Loss = 2.3109e-03, PNorm = 202.2764, GNorm = 0.1099, lr_0 = 9.9908e-04
Loss = 3.0406e-02, PNorm = 202.3529, GNorm = 0.7678, lr_0 = 9.9908e-04
Validation prc-auc = 0.080304
Epoch 1820
Loss = 5.0999e-02, PNorm = 202.4310, GNorm = 0.2984, lr_0 = 9.9908e-04
Validation prc-auc = 0.074429
Epoch 1821
Loss = 3.9993e-02, PNorm = 202.4855, GNorm = 1.6203, lr_0 = 9.9908e-04
Validation prc-auc = 0.071859
Epoch 1822
Loss = 1.4656e-02, PNorm = 202.5457, GNorm = 0.1490, lr_0 = 9.9908e-04
Validation prc-auc = 0.080200
Epoch 1823
Loss = 5.3158e-02, PNorm = 202.6042, GNorm = 0.5875, lr_0 = 9.9908e-04
Validation prc-auc = 0.077061
Epoch 1824
Loss = 1.4547e-02, PNorm = 202.6582, GNorm = 0.1377, lr_0 = 9.9908e-04
Validation prc-auc = 0.081228
Epoch 1825
Loss = 2.2406e-02, PNorm = 202.7142, GNorm = 1.5337, lr_0 = 9.9908e-04
Validation prc-auc = 0.083007
Epoch 1826
Loss = 6.2564e-02, PNorm = 202.7706, GNorm = 0.3664, lr_0 = 9.9908e-04
Validation prc-auc = 0.078242
Epoch 1827
Loss = 2.1423e-02, PNorm = 202.8287, GNorm = 0.2855, lr_0 = 9.9908e-04
Validation prc-auc = 0.086099
Epoch 1828
Loss = 1.1986e-02, PNorm = 202.8825, GNorm = 0.2833, lr_0 = 9.9908e-04
Validation prc-auc = 0.083602
Epoch 1829
Loss = 2.6333e-02, PNorm = 202.9636, GNorm = 1.8585, lr_0 = 9.9908e-04
Loss = 7.1816e-02, PNorm = 203.0553, GNorm = 1.4357, lr_0 = 9.9908e-04
Validation prc-auc = 0.072802
Epoch 1830
Loss = 4.3833e-02, PNorm = 203.1549, GNorm = 0.9461, lr_0 = 9.9907e-04
Validation prc-auc = 0.071241
Epoch 1831
Loss = 5.0206e-02, PNorm = 203.2513, GNorm = 0.9485, lr_0 = 9.9907e-04
Validation prc-auc = 0.055854
Epoch 1832
Loss = 4.7038e-02, PNorm = 203.3482, GNorm = 0.2720, lr_0 = 9.9907e-04
Validation prc-auc = 0.065625
Epoch 1833
Loss = 2.4036e-02, PNorm = 203.4261, GNorm = 0.4072, lr_0 = 9.9907e-04
Validation prc-auc = 0.060166
Epoch 1834
Loss = 4.4945e-02, PNorm = 203.4761, GNorm = 0.0542, lr_0 = 9.9907e-04
Validation prc-auc = 0.060659
Epoch 1835
Loss = 2.9253e-02, PNorm = 203.5450, GNorm = 0.3989, lr_0 = 9.9907e-04
Validation prc-auc = 0.060172
Epoch 1836
Loss = 2.1408e-02, PNorm = 203.6068, GNorm = 1.1453, lr_0 = 9.9907e-04
Validation prc-auc = 0.064073
Epoch 1837
Loss = 2.5791e-02, PNorm = 203.6671, GNorm = 0.2827, lr_0 = 9.9907e-04
Validation prc-auc = 0.063806
Epoch 1838
Loss = 1.4107e-02, PNorm = 203.7255, GNorm = 0.1666, lr_0 = 9.9907e-04
Validation prc-auc = 0.072682
Epoch 1839
Loss = 1.2557e-02, PNorm = 203.7753, GNorm = 0.7672, lr_0 = 9.9907e-04
Loss = 1.9807e-02, PNorm = 203.8191, GNorm = 0.0955, lr_0 = 9.9907e-04
Validation prc-auc = 0.058828
Epoch 1840
Loss = 5.8440e-02, PNorm = 203.8620, GNorm = 0.0881, lr_0 = 9.9907e-04
Validation prc-auc = 0.053855
Epoch 1841
Loss = 1.6998e-02, PNorm = 203.9187, GNorm = 0.4908, lr_0 = 9.9907e-04
Validation prc-auc = 0.056862
Epoch 1842
Loss = 2.9465e-02, PNorm = 203.9671, GNorm = 2.2253, lr_0 = 9.9907e-04
Validation prc-auc = 0.064801
Epoch 1843
Loss = 1.1641e-02, PNorm = 204.0136, GNorm = 0.7188, lr_0 = 9.9906e-04
Validation prc-auc = 0.061340
Epoch 1844
Loss = 2.1898e-02, PNorm = 204.0606, GNorm = 1.4793, lr_0 = 9.9906e-04
Validation prc-auc = 0.059615
Epoch 1845
Loss = 2.9787e-02, PNorm = 204.1115, GNorm = 0.2343, lr_0 = 9.9906e-04
Validation prc-auc = 0.065607
Epoch 1846
Loss = 4.0484e-02, PNorm = 204.1700, GNorm = 1.5090, lr_0 = 9.9906e-04
Validation prc-auc = 0.061189
Epoch 1847
Loss = 3.5248e-02, PNorm = 204.2401, GNorm = 0.9368, lr_0 = 9.9906e-04
Validation prc-auc = 0.066940
Epoch 1848
Loss = 9.9524e-02, PNorm = 204.3190, GNorm = 1.7209, lr_0 = 9.9906e-04
Validation prc-auc = 0.071202
Epoch 1849
Loss = 1.1914e-02, PNorm = 204.3901, GNorm = 0.3951, lr_0 = 9.9906e-04
Loss = 3.1413e-02, PNorm = 204.4547, GNorm = 1.0551, lr_0 = 9.9906e-04
Validation prc-auc = 0.075478
Epoch 1850
Loss = 3.0857e-02, PNorm = 204.5133, GNorm = 0.0838, lr_0 = 9.9906e-04
Validation prc-auc = 0.079268
Epoch 1851
Loss = 3.9435e-02, PNorm = 204.5649, GNorm = 1.0963, lr_0 = 9.9906e-04
Validation prc-auc = 0.080639
Epoch 1852
Loss = 3.3709e-02, PNorm = 204.6084, GNorm = 0.2637, lr_0 = 9.9906e-04
Validation prc-auc = 0.065517
Epoch 1853
Loss = 2.8641e-02, PNorm = 204.6531, GNorm = 1.1114, lr_0 = 9.9906e-04
Validation prc-auc = 0.053360
Epoch 1854
Loss = 4.4168e-02, PNorm = 204.7033, GNorm = 0.4559, lr_0 = 9.9906e-04
Validation prc-auc = 0.062348
Epoch 1855
Loss = 1.7487e-02, PNorm = 204.7712, GNorm = 0.5050, lr_0 = 9.9906e-04
Validation prc-auc = 0.071642
Epoch 1856
Loss = 5.5593e-02, PNorm = 204.8224, GNorm = 1.6653, lr_0 = 9.9906e-04
Validation prc-auc = 0.072154
Epoch 1857
Loss = 3.3247e-02, PNorm = 204.8646, GNorm = 0.0976, lr_0 = 9.9905e-04
Validation prc-auc = 0.063333
Epoch 1858
Loss = 1.4634e-02, PNorm = 204.9079, GNorm = 0.4896, lr_0 = 9.9905e-04
Validation prc-auc = 0.057790
Epoch 1859
Loss = 7.1607e-02, PNorm = 204.9575, GNorm = 2.7784, lr_0 = 9.9905e-04
Loss = 3.9396e-02, PNorm = 205.0219, GNorm = 0.1682, lr_0 = 9.9905e-04
Validation prc-auc = 0.055476
Epoch 1860
Loss = 2.2010e-02, PNorm = 205.0839, GNorm = 0.0718, lr_0 = 9.9905e-04
Validation prc-auc = 0.063338
Epoch 1861
Loss = 3.4878e-02, PNorm = 205.1282, GNorm = 2.1467, lr_0 = 9.9905e-04
Validation prc-auc = 0.075768
Epoch 1862
Loss = 3.3824e-02, PNorm = 205.1740, GNorm = 0.3896, lr_0 = 9.9905e-04
Validation prc-auc = 0.074754
Epoch 1863
Loss = 2.1955e-02, PNorm = 205.2140, GNorm = 0.2696, lr_0 = 9.9905e-04
Validation prc-auc = 0.077844
Epoch 1864
Loss = 3.1776e-02, PNorm = 205.2506, GNorm = 0.4322, lr_0 = 9.9905e-04
Validation prc-auc = 0.079047
Epoch 1865
Loss = 2.4021e-02, PNorm = 205.2941, GNorm = 1.7380, lr_0 = 9.9905e-04
Validation prc-auc = 0.077538
Epoch 1866
Loss = 3.9756e-02, PNorm = 205.3397, GNorm = 0.1325, lr_0 = 9.9905e-04
Validation prc-auc = 0.072606
Epoch 1867
Loss = 4.2707e-03, PNorm = 205.3877, GNorm = 0.1081, lr_0 = 9.9905e-04
Validation prc-auc = 0.063061
Epoch 1868
Loss = 1.4711e-02, PNorm = 205.4287, GNorm = 0.3117, lr_0 = 9.9905e-04
Validation prc-auc = 0.065935
Epoch 1869
Loss = 1.9656e-01, PNorm = 205.4584, GNorm = 2.3345, lr_0 = 9.9905e-04
Loss = 3.3430e-02, PNorm = 205.4910, GNorm = 2.8997, lr_0 = 9.9904e-04
Validation prc-auc = 0.064747
Epoch 1870
Loss = 2.2608e-02, PNorm = 205.5303, GNorm = 0.9829, lr_0 = 9.9904e-04
Validation prc-auc = 0.049563
Epoch 1871
Loss = 3.2131e-02, PNorm = 205.5746, GNorm = 0.1916, lr_0 = 9.9904e-04
Validation prc-auc = 0.051058
Epoch 1872
Loss = 5.6484e-02, PNorm = 205.6207, GNorm = 1.5566, lr_0 = 9.9904e-04
Validation prc-auc = 0.055751
Epoch 1873
Loss = 3.8431e-02, PNorm = 205.6760, GNorm = 0.2380, lr_0 = 9.9904e-04
Validation prc-auc = 0.057596
Epoch 1874
Loss = 3.4024e-02, PNorm = 205.7362, GNorm = 1.0963, lr_0 = 9.9904e-04
Validation prc-auc = 0.057982
Epoch 1875
Loss = 1.6654e-02, PNorm = 205.7869, GNorm = 0.3426, lr_0 = 9.9904e-04
Validation prc-auc = 0.058114
Epoch 1876
Loss = 5.9869e-03, PNorm = 205.8259, GNorm = 0.1706, lr_0 = 9.9904e-04
Validation prc-auc = 0.070963
Epoch 1877
Loss = 1.6692e-02, PNorm = 205.8683, GNorm = 1.3428, lr_0 = 9.9904e-04
Validation prc-auc = 0.067233
Epoch 1878
Loss = 3.1254e-03, PNorm = 205.9251, GNorm = 0.1012, lr_0 = 9.9904e-04
Validation prc-auc = 0.066862
Epoch 1879
Loss = 3.5932e-03, PNorm = 205.9717, GNorm = 0.1142, lr_0 = 9.9904e-04
Loss = 2.7227e-02, PNorm = 206.0043, GNorm = 1.7483, lr_0 = 9.9904e-04
Validation prc-auc = 0.067817
Epoch 1880
Loss = 5.4866e-02, PNorm = 206.0602, GNorm = 0.1420, lr_0 = 9.9904e-04
Validation prc-auc = 0.053310
Epoch 1881
Loss = 3.1039e-02, PNorm = 206.1276, GNorm = 0.0682, lr_0 = 9.9904e-04
Validation prc-auc = 0.049426
Epoch 1882
Loss = 5.9841e-02, PNorm = 206.1984, GNorm = 0.3949, lr_0 = 9.9904e-04
Validation prc-auc = 0.046506
Epoch 1883
Loss = 3.3239e-02, PNorm = 206.2814, GNorm = 0.8433, lr_0 = 9.9903e-04
Validation prc-auc = 0.046593
Epoch 1884
Loss = 2.0726e-02, PNorm = 206.3614, GNorm = 0.6231, lr_0 = 9.9903e-04
Validation prc-auc = 0.056138
Epoch 1885
Loss = 1.5310e-02, PNorm = 206.4293, GNorm = 0.0444, lr_0 = 9.9903e-04
Validation prc-auc = 0.073602
Epoch 1886
Loss = 1.2297e-03, PNorm = 206.4825, GNorm = 0.0322, lr_0 = 9.9903e-04
Validation prc-auc = 0.072966
Epoch 1887
Loss = 8.1195e-02, PNorm = 206.5239, GNorm = 1.8826, lr_0 = 9.9903e-04
Validation prc-auc = 0.063786
Epoch 1888
Loss = 8.1034e-03, PNorm = 206.5640, GNorm = 0.3906, lr_0 = 9.9903e-04
Validation prc-auc = 0.068668
Epoch 1889
Loss = 3.0902e-03, PNorm = 206.6031, GNorm = 0.1071, lr_0 = 9.9903e-04
Loss = 2.5725e-02, PNorm = 206.6535, GNorm = 0.3552, lr_0 = 9.9903e-04
Validation prc-auc = 0.067669
Epoch 1890
Loss = 1.9432e-02, PNorm = 206.7011, GNorm = 0.2077, lr_0 = 9.9903e-04
Validation prc-auc = 0.063869
Epoch 1891
Loss = 1.6420e-02, PNorm = 206.7369, GNorm = 1.3215, lr_0 = 9.9903e-04
Validation prc-auc = 0.064952
Epoch 1892
Loss = 1.9713e-02, PNorm = 206.7821, GNorm = 1.1332, lr_0 = 9.9903e-04
Validation prc-auc = 0.059833
Epoch 1893
Loss = 1.6323e-02, PNorm = 206.8419, GNorm = 0.8870, lr_0 = 9.9903e-04
Validation prc-auc = 0.052011
Epoch 1894
Loss = 4.6339e-03, PNorm = 206.8965, GNorm = 0.0419, lr_0 = 9.9903e-04
Validation prc-auc = 0.061744
Epoch 1895
Loss = 4.9387e-02, PNorm = 206.9510, GNorm = 1.5759, lr_0 = 9.9903e-04
Validation prc-auc = 0.067859
Epoch 1896
Loss = 3.1128e-02, PNorm = 207.0363, GNorm = 0.3506, lr_0 = 9.9902e-04
Validation prc-auc = 0.060331
Epoch 1897
Loss = 2.9096e-02, PNorm = 207.1213, GNorm = 0.1191, lr_0 = 9.9902e-04
Validation prc-auc = 0.059607
Epoch 1898
Loss = 2.1995e-02, PNorm = 207.1872, GNorm = 1.1073, lr_0 = 9.9902e-04
Validation prc-auc = 0.061623
Epoch 1899
Loss = 2.3688e-03, PNorm = 207.2426, GNorm = 0.0862, lr_0 = 9.9902e-04
Loss = 2.3634e-02, PNorm = 207.3062, GNorm = 0.2356, lr_0 = 9.9902e-04
Validation prc-auc = 0.059623
Epoch 1900
Loss = 6.5564e-02, PNorm = 207.3570, GNorm = 0.1774, lr_0 = 9.9902e-04
Validation prc-auc = 0.066223
Epoch 1901
Loss = 3.8623e-02, PNorm = 207.4041, GNorm = 1.4943, lr_0 = 9.9902e-04
Validation prc-auc = 0.072136
Epoch 1902
Loss = 6.3661e-02, PNorm = 207.4512, GNorm = 3.5541, lr_0 = 9.9902e-04
Validation prc-auc = 0.062831
Epoch 1903
Loss = 1.5544e-02, PNorm = 207.5139, GNorm = 0.1023, lr_0 = 9.9902e-04
Validation prc-auc = 0.057026
Epoch 1904
Loss = 2.3170e-02, PNorm = 207.5826, GNorm = 0.6674, lr_0 = 9.9902e-04
Validation prc-auc = 0.063461
Epoch 1905
Loss = 3.4617e-02, PNorm = 207.6376, GNorm = 1.7436, lr_0 = 9.9902e-04
Validation prc-auc = 0.074608
Epoch 1906
Loss = 1.2665e-02, PNorm = 207.6954, GNorm = 1.5937, lr_0 = 9.9902e-04
Validation prc-auc = 0.080989
Epoch 1907
Loss = 2.0336e-02, PNorm = 207.7491, GNorm = 1.0002, lr_0 = 9.9902e-04
Validation prc-auc = 0.079880
Epoch 1908
Loss = 1.4888e-02, PNorm = 207.8114, GNorm = 0.6063, lr_0 = 9.9902e-04
Validation prc-auc = 0.081869
Epoch 1909
Loss = 3.9079e-02, PNorm = 207.8790, GNorm = 1.7529, lr_0 = 9.9902e-04
Loss = 5.8167e-02, PNorm = 207.9815, GNorm = 0.2831, lr_0 = 9.9901e-04
Validation prc-auc = 0.076319
Epoch 1910
Loss = 2.7024e-02, PNorm = 208.0605, GNorm = 0.8417, lr_0 = 9.9901e-04
Validation prc-auc = 0.074290
Epoch 1911
Loss = 5.0695e-02, PNorm = 208.1234, GNorm = 0.9607, lr_0 = 9.9901e-04
Validation prc-auc = 0.065948
Epoch 1912
Loss = 3.7967e-02, PNorm = 208.1764, GNorm = 0.5255, lr_0 = 9.9901e-04
Validation prc-auc = 0.065887
Epoch 1913
Loss = 3.3536e-02, PNorm = 208.2274, GNorm = 1.3853, lr_0 = 9.9901e-04
Validation prc-auc = 0.069646
Epoch 1914
Loss = 5.1714e-02, PNorm = 208.2764, GNorm = 1.9975, lr_0 = 9.9901e-04
Validation prc-auc = 0.081582
Epoch 1915
Loss = 2.3096e-02, PNorm = 208.3237, GNorm = 1.0791, lr_0 = 9.9901e-04
Validation prc-auc = 0.077605
Epoch 1916
Loss = 1.0316e-02, PNorm = 208.3757, GNorm = 0.1355, lr_0 = 9.9901e-04
Validation prc-auc = 0.080418
Epoch 1917
Loss = 1.1448e-01, PNorm = 208.4230, GNorm = 0.1243, lr_0 = 9.9901e-04
Validation prc-auc = 0.074166
Epoch 1918
Loss = 7.0430e-03, PNorm = 208.4954, GNorm = 0.1961, lr_0 = 9.9901e-04
Validation prc-auc = 0.076808
Epoch 1919
Loss = 9.4638e-02, PNorm = 208.5681, GNorm = 1.3351, lr_0 = 9.9901e-04
Loss = 3.2149e-02, PNorm = 208.6328, GNorm = 0.2375, lr_0 = 9.9901e-04
Validation prc-auc = 0.075777
Epoch 1920
Loss = 2.9257e-02, PNorm = 208.6902, GNorm = 0.4931, lr_0 = 9.9901e-04
Validation prc-auc = 0.079796
Epoch 1921
Loss = 2.4541e-02, PNorm = 208.7411, GNorm = 1.0753, lr_0 = 9.9901e-04
Validation prc-auc = 0.077955
Epoch 1922
Loss = 1.6695e-02, PNorm = 208.7801, GNorm = 0.4420, lr_0 = 9.9900e-04
Validation prc-auc = 0.059192
Epoch 1923
Loss = 2.3118e-02, PNorm = 208.8231, GNorm = 1.0073, lr_0 = 9.9900e-04
Validation prc-auc = 0.067707
Epoch 1924
Loss = 3.9245e-02, PNorm = 208.8959, GNorm = 1.2209, lr_0 = 9.9900e-04
Validation prc-auc = 0.065627
Epoch 1925
Loss = 1.5671e-02, PNorm = 208.9669, GNorm = 0.1479, lr_0 = 9.9900e-04
Validation prc-auc = 0.071920
Epoch 1926
Loss = 1.9778e-02, PNorm = 209.0325, GNorm = 0.9975, lr_0 = 9.9900e-04
Validation prc-auc = 0.077313
Epoch 1927
Loss = 2.5380e-02, PNorm = 209.0984, GNorm = 0.2896, lr_0 = 9.9900e-04
Validation prc-auc = 0.083314
Epoch 1928
Loss = 1.3317e-03, PNorm = 209.1580, GNorm = 0.0757, lr_0 = 9.9900e-04
Validation prc-auc = 0.082494
Epoch 1929
Loss = 3.0655e-04, PNorm = 209.2214, GNorm = 0.0107, lr_0 = 9.9900e-04
Loss = 5.4357e-02, PNorm = 209.2864, GNorm = 0.9635, lr_0 = 9.9900e-04
Validation prc-auc = 0.071651
Epoch 1930
Loss = 2.8635e-02, PNorm = 209.3552, GNorm = 0.1548, lr_0 = 9.9900e-04
Validation prc-auc = 0.067970
Epoch 1931
Loss = 2.4193e-02, PNorm = 209.4160, GNorm = 1.0145, lr_0 = 9.9900e-04
Validation prc-auc = 0.066329
Epoch 1932
Loss = 4.1697e-02, PNorm = 209.4807, GNorm = 2.0311, lr_0 = 9.9900e-04
Validation prc-auc = 0.056553
Epoch 1933
Loss = 2.1684e-02, PNorm = 209.5640, GNorm = 0.9351, lr_0 = 9.9900e-04
Validation prc-auc = 0.067483
Epoch 1934
Loss = 1.5888e-02, PNorm = 209.6416, GNorm = 0.1171, lr_0 = 9.9900e-04
Validation prc-auc = 0.061127
Epoch 1935
Loss = 4.4916e-02, PNorm = 209.7036, GNorm = 1.1232, lr_0 = 9.9900e-04
Validation prc-auc = 0.060497
Epoch 1936
Loss = 2.9999e-02, PNorm = 209.7489, GNorm = 2.0576, lr_0 = 9.9899e-04
Validation prc-auc = 0.061991
Epoch 1937
Loss = 2.8630e-02, PNorm = 209.7961, GNorm = 0.0839, lr_0 = 9.9899e-04
Validation prc-auc = 0.063859
Epoch 1938
Loss = 2.3464e-03, PNorm = 209.8375, GNorm = 0.0524, lr_0 = 9.9899e-04
Validation prc-auc = 0.061180
Epoch 1939
Loss = 3.6469e-03, PNorm = 209.8732, GNorm = 0.2303, lr_0 = 9.9899e-04
Loss = 4.0646e-02, PNorm = 209.9201, GNorm = 0.1568, lr_0 = 9.9899e-04
Validation prc-auc = 0.064912
Epoch 1940
Loss = 5.3274e-02, PNorm = 209.9847, GNorm = 0.5540, lr_0 = 9.9899e-04
Validation prc-auc = 0.060888
Epoch 1941
Loss = 3.1189e-02, PNorm = 210.0525, GNorm = 1.8614, lr_0 = 9.9899e-04
Validation prc-auc = 0.071754
Epoch 1942
Loss = 3.0906e-02, PNorm = 210.1034, GNorm = 0.6771, lr_0 = 9.9899e-04
Validation prc-auc = 0.069324
Epoch 1943
Loss = 4.6308e-02, PNorm = 210.1445, GNorm = 0.6732, lr_0 = 9.9899e-04
Validation prc-auc = 0.064005
Epoch 1944
Loss = 2.4014e-02, PNorm = 210.2077, GNorm = 0.7961, lr_0 = 9.9899e-04
Validation prc-auc = 0.063897
Epoch 1945
Loss = 1.7439e-02, PNorm = 210.2664, GNorm = 1.7473, lr_0 = 9.9899e-04
Validation prc-auc = 0.068934
Epoch 1946
Loss = 1.0493e-02, PNorm = 210.3157, GNorm = 1.8568, lr_0 = 9.9899e-04
Validation prc-auc = 0.072681
Epoch 1947
Loss = 3.8207e-02, PNorm = 210.3733, GNorm = 1.5838, lr_0 = 9.9899e-04
Validation prc-auc = 0.067576
Epoch 1948
Loss = 1.9687e-02, PNorm = 210.4338, GNorm = 1.2580, lr_0 = 9.9899e-04
Validation prc-auc = 0.073808
Epoch 1949
Loss = 7.9683e-04, PNorm = 210.4926, GNorm = 0.0432, lr_0 = 9.9898e-04
Loss = 4.1413e-02, PNorm = 210.5582, GNorm = 1.1203, lr_0 = 9.9898e-04
Validation prc-auc = 0.065499
Epoch 1950
Loss = 3.8092e-02, PNorm = 210.6353, GNorm = 3.2637, lr_0 = 9.9898e-04
Validation prc-auc = 0.058803
Epoch 1951
Loss = 4.6090e-02, PNorm = 210.7115, GNorm = 1.0939, lr_0 = 9.9898e-04
Validation prc-auc = 0.059649
Epoch 1952
Loss = 5.7317e-02, PNorm = 210.7881, GNorm = 0.1171, lr_0 = 9.9898e-04
Validation prc-auc = 0.082741
Epoch 1953
Loss = 8.3507e-02, PNorm = 210.8910, GNorm = 0.2566, lr_0 = 9.9898e-04
Validation prc-auc = 0.086870
Epoch 1954
Loss = 8.4173e-02, PNorm = 211.0024, GNorm = 3.2011, lr_0 = 9.9898e-04
Validation prc-auc = 0.067156
Epoch 1955
Loss = 3.3060e-02, PNorm = 211.0911, GNorm = 0.7328, lr_0 = 9.9898e-04
Validation prc-auc = 0.051081
Epoch 1956
Loss = 8.2505e-02, PNorm = 211.1520, GNorm = 0.4984, lr_0 = 9.9898e-04
Validation prc-auc = 0.039533
Epoch 1957
Loss = 2.6092e-02, PNorm = 211.2069, GNorm = 0.8710, lr_0 = 9.9898e-04
Validation prc-auc = 0.052444
Epoch 1958
Loss = 7.2193e-02, PNorm = 211.2611, GNorm = 1.0997, lr_0 = 9.9898e-04
Validation prc-auc = 0.070461
Epoch 1959
Loss = 3.0685e-03, PNorm = 211.3155, GNorm = 0.2061, lr_0 = 9.9898e-04
Loss = 4.9560e-02, PNorm = 211.3663, GNorm = 1.0082, lr_0 = 9.9898e-04
Validation prc-auc = 0.067855
Epoch 1960
Loss = 6.9958e-02, PNorm = 211.4319, GNorm = 0.2781, lr_0 = 9.9898e-04
Validation prc-auc = 0.064171
Epoch 1961
Loss = 2.8153e-02, PNorm = 211.5064, GNorm = 0.3281, lr_0 = 9.9898e-04
Validation prc-auc = 0.067711
Epoch 1962
Loss = 2.8730e-02, PNorm = 211.5655, GNorm = 0.0508, lr_0 = 9.9897e-04
Validation prc-auc = 0.072344
Epoch 1963
Loss = 4.7387e-02, PNorm = 211.6214, GNorm = 0.2915, lr_0 = 9.9897e-04
Validation prc-auc = 0.067704
Epoch 1964
Loss = 3.2537e-02, PNorm = 211.6753, GNorm = 0.6760, lr_0 = 9.9897e-04
Validation prc-auc = 0.073983
Epoch 1965
Loss = 2.4932e-02, PNorm = 211.7221, GNorm = 0.3171, lr_0 = 9.9897e-04
Validation prc-auc = 0.077062
Epoch 1966
Loss = 4.3772e-02, PNorm = 211.7608, GNorm = 0.5072, lr_0 = 9.9897e-04
Validation prc-auc = 0.060132
Epoch 1967
Loss = 1.0977e-02, PNorm = 211.7982, GNorm = 0.4378, lr_0 = 9.9897e-04
Validation prc-auc = 0.049698
Epoch 1968
Loss = 2.4227e-02, PNorm = 211.8487, GNorm = 1.7377, lr_0 = 9.9897e-04
Validation prc-auc = 0.046695
Epoch 1969
Loss = 6.0758e-02, PNorm = 211.9154, GNorm = 1.1719, lr_0 = 9.9897e-04
Loss = 2.2932e-02, PNorm = 211.9861, GNorm = 0.1028, lr_0 = 9.9897e-04
Validation prc-auc = 0.048160
Epoch 1970
Loss = 4.9665e-02, PNorm = 212.0676, GNorm = 0.0551, lr_0 = 9.9897e-04
Validation prc-auc = 0.037156
Epoch 1971
Loss = 5.6271e-02, PNorm = 212.1659, GNorm = 1.3846, lr_0 = 9.9897e-04
Validation prc-auc = 0.033830
Epoch 1972
Loss = 4.2769e-02, PNorm = 212.2620, GNorm = 2.5704, lr_0 = 9.9897e-04
Validation prc-auc = 0.052074
Epoch 1973
Loss = 5.0921e-02, PNorm = 212.3465, GNorm = 0.0998, lr_0 = 9.9897e-04
Validation prc-auc = 0.047222
Epoch 1974
Loss = 1.1267e-01, PNorm = 212.4295, GNorm = 0.8217, lr_0 = 9.9897e-04
Validation prc-auc = 0.052533
Epoch 1975
Loss = 3.5348e-02, PNorm = 212.5300, GNorm = 0.2302, lr_0 = 9.9896e-04
Validation prc-auc = 0.056235
Epoch 1976
Loss = 2.5515e-02, PNorm = 212.6204, GNorm = 1.2879, lr_0 = 9.9896e-04
Validation prc-auc = 0.058164
Epoch 1977
Loss = 3.2193e-02, PNorm = 212.6850, GNorm = 0.0998, lr_0 = 9.9896e-04
Validation prc-auc = 0.069775
Epoch 1978
Loss = 3.8548e-02, PNorm = 212.7567, GNorm = 2.4987, lr_0 = 9.9896e-04
Validation prc-auc = 0.078479
Epoch 1979
Loss = 1.1986e-01, PNorm = 212.8254, GNorm = 3.1139, lr_0 = 9.9896e-04
Loss = 2.2013e-02, PNorm = 212.8951, GNorm = 0.1703, lr_0 = 9.9896e-04
Validation prc-auc = 0.066592
Epoch 1980
Loss = 5.1932e-02, PNorm = 212.9612, GNorm = 0.0978, lr_0 = 9.9896e-04
Validation prc-auc = 0.071198
Epoch 1981
Loss = 3.0781e-02, PNorm = 213.0348, GNorm = 0.6080, lr_0 = 9.9896e-04
Validation prc-auc = 0.054725
Epoch 1982
Loss = 1.1681e-02, PNorm = 213.0886, GNorm = 0.5797, lr_0 = 9.9896e-04
Validation prc-auc = 0.064359
Epoch 1983
Loss = 1.7871e-02, PNorm = 213.1286, GNorm = 0.0964, lr_0 = 9.9896e-04
Validation prc-auc = 0.075521
Epoch 1984
Loss = 3.5567e-02, PNorm = 213.1595, GNorm = 1.9635, lr_0 = 9.9896e-04
Validation prc-auc = 0.078995
Epoch 1985
Loss = 2.4835e-02, PNorm = 213.2052, GNorm = 0.3018, lr_0 = 9.9896e-04
Validation prc-auc = 0.072699
Epoch 1986
Loss = 1.8498e-02, PNorm = 213.2550, GNorm = 0.4697, lr_0 = 9.9896e-04
Validation prc-auc = 0.074916
Epoch 1987
Loss = 5.5355e-03, PNorm = 213.3107, GNorm = 0.0808, lr_0 = 9.9896e-04
Validation prc-auc = 0.074998
Epoch 1988
Loss = 6.9236e-03, PNorm = 213.3659, GNorm = 0.5656, lr_0 = 9.9896e-04
Validation prc-auc = 0.075984
Epoch 1989
Loss = 1.4076e-02, PNorm = 213.4351, GNorm = 0.3764, lr_0 = 9.9895e-04
Loss = 4.7529e-02, PNorm = 213.5153, GNorm = 0.7127, lr_0 = 9.9895e-04
Validation prc-auc = 0.081403
Epoch 1990
Loss = 3.8933e-02, PNorm = 213.5923, GNorm = 2.3036, lr_0 = 9.9895e-04
Validation prc-auc = 0.081234
Epoch 1991
Loss = 3.5455e-02, PNorm = 213.6584, GNorm = 2.1955, lr_0 = 9.9895e-04
Validation prc-auc = 0.081101
Epoch 1992
Loss = 4.2952e-02, PNorm = 213.7203, GNorm = 0.2344, lr_0 = 9.9895e-04
Validation prc-auc = 0.075533
Epoch 1993
Loss = 1.6996e-02, PNorm = 213.7784, GNorm = 0.2125, lr_0 = 9.9895e-04
Validation prc-auc = 0.073058
Epoch 1994
Loss = 2.6916e-02, PNorm = 213.8379, GNorm = 0.3803, lr_0 = 9.9895e-04
Validation prc-auc = 0.065318
Epoch 1995
Loss = 2.8794e-02, PNorm = 213.8973, GNorm = 0.3859, lr_0 = 9.9895e-04
Validation prc-auc = 0.070055
Epoch 1996
Loss = 5.9675e-02, PNorm = 213.9596, GNorm = 0.8782, lr_0 = 9.9895e-04
Validation prc-auc = 0.065382
Epoch 1997
Loss = 1.9050e-02, PNorm = 214.0347, GNorm = 0.1065, lr_0 = 9.9895e-04
Validation prc-auc = 0.068588
Epoch 1998
Loss = 2.0775e-02, PNorm = 214.1167, GNorm = 0.1973, lr_0 = 9.9895e-04
Validation prc-auc = 0.067403
Epoch 1999
Loss = 9.7903e-02, PNorm = 214.2070, GNorm = 1.8580, lr_0 = 9.9895e-04
Loss = 5.0740e-02, PNorm = 214.3014, GNorm = 0.1688, lr_0 = 9.9895e-04
Validation prc-auc = 0.066544
Epoch 2000
Loss = 6.3687e-02, PNorm = 214.3835, GNorm = 3.5599, lr_0 = 9.9895e-04
Validation prc-auc = 0.064940
Epoch 2001
Loss = 6.4362e-02, PNorm = 214.4521, GNorm = 2.1216, lr_0 = 9.9895e-04
Validation prc-auc = 0.061881
Epoch 2002
Loss = 4.9586e-02, PNorm = 214.5198, GNorm = 0.6353, lr_0 = 9.9894e-04
Validation prc-auc = 0.060306
Epoch 2003
Loss = 2.1865e-02, PNorm = 214.5825, GNorm = 0.4795, lr_0 = 9.9894e-04
Validation prc-auc = 0.057194
Epoch 2004
Loss = 3.4100e-02, PNorm = 214.6455, GNorm = 0.1301, lr_0 = 9.9894e-04
Validation prc-auc = 0.061073
Epoch 2005
Loss = 2.2128e-02, PNorm = 214.7076, GNorm = 0.5181, lr_0 = 9.9894e-04
Validation prc-auc = 0.057434
Epoch 2006
Loss = 3.8401e-02, PNorm = 214.7705, GNorm = 0.5575, lr_0 = 9.9894e-04
Validation prc-auc = 0.057468
Epoch 2007
Loss = 4.6055e-02, PNorm = 214.8481, GNorm = 1.9422, lr_0 = 9.9894e-04
Validation prc-auc = 0.067684
Epoch 2008
Loss = 1.6565e-02, PNorm = 214.9359, GNorm = 0.6913, lr_0 = 9.9894e-04
Validation prc-auc = 0.073272
Epoch 2009
Loss = 4.0059e-02, PNorm = 215.0019, GNorm = 1.7069, lr_0 = 9.9894e-04
Loss = 4.7619e-02, PNorm = 215.0661, GNorm = 0.8508, lr_0 = 9.9894e-04
Validation prc-auc = 0.071801
Epoch 2010
Loss = 3.3388e-02, PNorm = 215.1439, GNorm = 1.6647, lr_0 = 9.9894e-04
Validation prc-auc = 0.065558
Epoch 2011
Loss = 1.4987e-02, PNorm = 215.2187, GNorm = 0.0946, lr_0 = 9.9894e-04
Validation prc-auc = 0.058516
Epoch 2012
Loss = 1.5885e-02, PNorm = 215.2693, GNorm = 0.7150, lr_0 = 9.9894e-04
Validation prc-auc = 0.064353
Epoch 2013
Loss = 3.2350e-02, PNorm = 215.3065, GNorm = 0.9609, lr_0 = 9.9894e-04
Validation prc-auc = 0.067813
Epoch 2014
Loss = 3.2893e-02, PNorm = 215.3529, GNorm = 0.8544, lr_0 = 9.9894e-04
Validation prc-auc = 0.061863
Epoch 2015
Loss = 7.2021e-02, PNorm = 215.4097, GNorm = 0.2089, lr_0 = 9.9893e-04
Validation prc-auc = 0.070120
Epoch 2016
Loss = 3.2869e-02, PNorm = 215.4552, GNorm = 1.3716, lr_0 = 9.9893e-04
Validation prc-auc = 0.080683
Epoch 2017
Loss = 1.5436e-02, PNorm = 215.5149, GNorm = 0.8977, lr_0 = 9.9893e-04
Validation prc-auc = 0.087057
Epoch 2018
Loss = 5.3462e-03, PNorm = 215.5626, GNorm = 0.1600, lr_0 = 9.9893e-04
Validation prc-auc = 0.093163
Epoch 2019
Loss = 1.2311e-02, PNorm = 215.6225, GNorm = 0.4058, lr_0 = 9.9893e-04
Loss = 6.7497e-02, PNorm = 215.6990, GNorm = 1.3363, lr_0 = 9.9893e-04
Validation prc-auc = 0.091417
Epoch 2020
Loss = 3.7788e-02, PNorm = 215.7978, GNorm = 0.6410, lr_0 = 9.9893e-04
Validation prc-auc = 0.089180
Epoch 2021
Loss = 2.8855e-02, PNorm = 215.8716, GNorm = 0.3540, lr_0 = 9.9893e-04
Validation prc-auc = 0.086438
Epoch 2022
Loss = 1.2082e-02, PNorm = 215.9240, GNorm = 0.6619, lr_0 = 9.9893e-04
Validation prc-auc = 0.080295
Epoch 2023
Loss = 2.7259e-02, PNorm = 215.9632, GNorm = 2.0030, lr_0 = 9.9893e-04
Validation prc-auc = 0.077659
Epoch 2024
Loss = 3.6189e-02, PNorm = 216.0112, GNorm = 0.2284, lr_0 = 9.9893e-04
Validation prc-auc = 0.071342
Epoch 2025
Loss = 3.7711e-02, PNorm = 216.0688, GNorm = 0.0185, lr_0 = 9.9893e-04
Validation prc-auc = 0.057567
Epoch 2026
Loss = 4.5034e-02, PNorm = 216.1300, GNorm = 1.1709, lr_0 = 9.9893e-04
Validation prc-auc = 0.048727
Epoch 2027
Loss = 4.0591e-02, PNorm = 216.1870, GNorm = 0.5996, lr_0 = 9.9893e-04
Validation prc-auc = 0.068574
Epoch 2028
Loss = 3.5650e-02, PNorm = 216.2477, GNorm = 2.1489, lr_0 = 9.9893e-04
Validation prc-auc = 0.080972
Epoch 2029
Loss = 2.2052e-03, PNorm = 216.3108, GNorm = 0.1104, lr_0 = 9.9892e-04
Loss = 3.1185e-02, PNorm = 216.3748, GNorm = 1.3766, lr_0 = 9.9892e-04
Validation prc-auc = 0.085754
Epoch 2030
Loss = 4.0687e-02, PNorm = 216.4320, GNorm = 3.3278, lr_0 = 9.9892e-04
Validation prc-auc = 0.089914
Epoch 2031
Loss = 3.0791e-02, PNorm = 216.4989, GNorm = 0.6709, lr_0 = 9.9892e-04
Validation prc-auc = 0.087309
Epoch 2032
Loss = 2.1986e-02, PNorm = 216.5731, GNorm = 0.2229, lr_0 = 9.9892e-04
Validation prc-auc = 0.076806
Epoch 2033
Loss = 4.2153e-02, PNorm = 216.6387, GNorm = 0.8842, lr_0 = 9.9892e-04
Validation prc-auc = 0.078830
Epoch 2034
Loss = 3.1699e-02, PNorm = 216.7022, GNorm = 0.1664, lr_0 = 9.9892e-04
Validation prc-auc = 0.087622
Epoch 2035
Loss = 2.0516e-02, PNorm = 216.7684, GNorm = 0.1593, lr_0 = 9.9892e-04
Validation prc-auc = 0.082106
Epoch 2036
Loss = 1.6298e-02, PNorm = 216.8275, GNorm = 1.4246, lr_0 = 9.9892e-04
Validation prc-auc = 0.065128
Epoch 2037
Loss = 1.4231e-02, PNorm = 216.8770, GNorm = 0.2893, lr_0 = 9.9892e-04
Validation prc-auc = 0.063382
Epoch 2038
Loss = 4.8079e-02, PNorm = 216.9291, GNorm = 0.8609, lr_0 = 9.9892e-04
Validation prc-auc = 0.073881
Epoch 2039
Loss = 2.3954e-02, PNorm = 216.9886, GNorm = 0.5938, lr_0 = 9.9892e-04
Loss = 3.9742e-02, PNorm = 217.0515, GNorm = 1.2673, lr_0 = 9.9892e-04
Validation prc-auc = 0.069408
Epoch 2040
Loss = 4.0926e-02, PNorm = 217.1106, GNorm = 0.3147, lr_0 = 9.9892e-04
Validation prc-auc = 0.065499
Epoch 2041
Loss = 2.6771e-02, PNorm = 217.1668, GNorm = 0.2861, lr_0 = 9.9891e-04
Validation prc-auc = 0.073861
Epoch 2042
Loss = 2.3780e-02, PNorm = 217.2158, GNorm = 0.2619, lr_0 = 9.9891e-04
Validation prc-auc = 0.072062
Epoch 2043
Loss = 2.9062e-02, PNorm = 217.2615, GNorm = 1.2224, lr_0 = 9.9891e-04
Validation prc-auc = 0.067547
Epoch 2044
Loss = 4.3103e-02, PNorm = 217.3183, GNorm = 0.0760, lr_0 = 9.9891e-04
Validation prc-auc = 0.064819
Epoch 2045
Loss = 4.4262e-02, PNorm = 217.3939, GNorm = 2.4255, lr_0 = 9.9891e-04
Validation prc-auc = 0.070248
Epoch 2046
Loss = 5.9770e-02, PNorm = 217.4623, GNorm = 0.1700, lr_0 = 9.9891e-04
Validation prc-auc = 0.062480
Epoch 2047
Loss = 8.0260e-03, PNorm = 217.5287, GNorm = 0.2044, lr_0 = 9.9891e-04
Validation prc-auc = 0.069751
Epoch 2048
Loss = 4.7678e-02, PNorm = 217.5734, GNorm = 0.8733, lr_0 = 9.9891e-04
Validation prc-auc = 0.073467
Epoch 2049
Loss = 3.8550e-02, PNorm = 217.6196, GNorm = 0.9760, lr_0 = 9.9891e-04
Loss = 2.7316e-02, PNorm = 217.6656, GNorm = 0.2692, lr_0 = 9.9891e-04
Validation prc-auc = 0.072399
Epoch 2050
Loss = 2.7262e-02, PNorm = 217.7060, GNorm = 1.8358, lr_0 = 9.9891e-04
Validation prc-auc = 0.071831
Epoch 2051
Loss = 4.6503e-02, PNorm = 217.7478, GNorm = 2.5144, lr_0 = 9.9891e-04
Validation prc-auc = 0.070755
Epoch 2052
Loss = 3.1251e-02, PNorm = 217.8010, GNorm = 2.8670, lr_0 = 9.9891e-04
Validation prc-auc = 0.079153
Epoch 2053
Loss = 2.9827e-02, PNorm = 217.8637, GNorm = 0.2873, lr_0 = 9.9891e-04
Validation prc-auc = 0.067719
Epoch 2054
Loss = 4.7106e-02, PNorm = 217.9308, GNorm = 1.0327, lr_0 = 9.9891e-04
Validation prc-auc = 0.082364
Epoch 2055
Loss = 4.7997e-02, PNorm = 218.0043, GNorm = 2.1002, lr_0 = 9.9890e-04
Validation prc-auc = 0.082167
Epoch 2056
Loss = 8.9621e-02, PNorm = 218.0733, GNorm = 2.0713, lr_0 = 9.9890e-04
Validation prc-auc = 0.076069
Epoch 2057
Loss = 8.2696e-02, PNorm = 218.1376, GNorm = 2.4032, lr_0 = 9.9890e-04
Validation prc-auc = 0.071540
Epoch 2058
Loss = 4.0241e-03, PNorm = 218.2027, GNorm = 0.1302, lr_0 = 9.9890e-04
Validation prc-auc = 0.062836
Epoch 2059
Loss = 2.4490e-02, PNorm = 218.2555, GNorm = 0.7557, lr_0 = 9.9890e-04
Loss = 2.5907e-02, PNorm = 218.2936, GNorm = 0.3863, lr_0 = 9.9890e-04
Validation prc-auc = 0.071868
Epoch 2060
Loss = 3.6287e-02, PNorm = 218.3366, GNorm = 1.1639, lr_0 = 9.9890e-04
Validation prc-auc = 0.081542
Epoch 2061
Loss = 3.4576e-02, PNorm = 218.3871, GNorm = 2.5225, lr_0 = 9.9890e-04
Validation prc-auc = 0.073823
Epoch 2062
Loss = 2.0121e-02, PNorm = 218.4406, GNorm = 1.2317, lr_0 = 9.9890e-04
Validation prc-auc = 0.064275
Epoch 2063
Loss = 6.0273e-02, PNorm = 218.5011, GNorm = 0.4041, lr_0 = 9.9890e-04
Validation prc-auc = 0.070137
Epoch 2064
Loss = 6.6852e-02, PNorm = 218.5598, GNorm = 1.4534, lr_0 = 9.9890e-04
Validation prc-auc = 0.071869
Epoch 2065
Loss = 2.3036e-02, PNorm = 218.6290, GNorm = 0.2916, lr_0 = 9.9890e-04
Validation prc-auc = 0.063550
Epoch 2066
Loss = 3.0403e-02, PNorm = 218.6928, GNorm = 0.1436, lr_0 = 9.9890e-04
Validation prc-auc = 0.059538
Epoch 2067
Loss = 4.3164e-02, PNorm = 218.7510, GNorm = 0.4208, lr_0 = 9.9890e-04
Validation prc-auc = 0.064572
Epoch 2068
Loss = 8.1544e-02, PNorm = 218.7966, GNorm = 1.5471, lr_0 = 9.9889e-04
Validation prc-auc = 0.074192
Epoch 2069
Loss = 6.0620e-03, PNorm = 218.8358, GNorm = 0.2086, lr_0 = 9.9889e-04
Loss = 2.8020e-02, PNorm = 218.8715, GNorm = 0.8501, lr_0 = 9.9889e-04
Validation prc-auc = 0.075504
Epoch 2070
Loss = 3.1296e-02, PNorm = 218.9023, GNorm = 0.0646, lr_0 = 9.9889e-04
Validation prc-auc = 0.082992
Epoch 2071
Loss = 1.5065e-02, PNorm = 218.9315, GNorm = 0.2486, lr_0 = 9.9889e-04
Validation prc-auc = 0.082388
Epoch 2072
Loss = 4.4303e-02, PNorm = 218.9607, GNorm = 1.4322, lr_0 = 9.9889e-04
Validation prc-auc = 0.084388
Epoch 2073
Loss = 1.6498e-02, PNorm = 218.9939, GNorm = 0.0851, lr_0 = 9.9889e-04
Validation prc-auc = 0.087773
Epoch 2074
Loss = 3.8661e-02, PNorm = 219.0219, GNorm = 1.4800, lr_0 = 9.9889e-04
Validation prc-auc = 0.085688
Epoch 2075
Loss = 2.2000e-02, PNorm = 219.0547, GNorm = 0.0213, lr_0 = 9.9889e-04
Validation prc-auc = 0.074559
Epoch 2076
Loss = 8.6485e-03, PNorm = 219.0883, GNorm = 0.1084, lr_0 = 9.9889e-04
Validation prc-auc = 0.081416
Epoch 2077
Loss = 1.2373e-02, PNorm = 219.1309, GNorm = 0.0873, lr_0 = 9.9889e-04
Validation prc-auc = 0.074299
Epoch 2078
Loss = 5.2190e-02, PNorm = 219.1858, GNorm = 0.0348, lr_0 = 9.9889e-04
Validation prc-auc = 0.088114
Epoch 2079
Loss = 1.9981e-03, PNorm = 219.2638, GNorm = 0.0621, lr_0 = 9.9889e-04
Loss = 4.4504e-02, PNorm = 219.3277, GNorm = 1.8102, lr_0 = 9.9889e-04
Validation prc-auc = 0.092594
Epoch 2080
Loss = 4.0624e-02, PNorm = 219.4052, GNorm = 0.3766, lr_0 = 9.9889e-04
Validation prc-auc = 0.072642
Epoch 2081
Loss = 4.1628e-02, PNorm = 219.4651, GNorm = 1.3729, lr_0 = 9.9888e-04
Validation prc-auc = 0.074811
Epoch 2082
Loss = 2.9810e-02, PNorm = 219.5182, GNorm = 1.1858, lr_0 = 9.9888e-04
Validation prc-auc = 0.073328
Epoch 2083
Loss = 9.2505e-02, PNorm = 219.5653, GNorm = 0.1043, lr_0 = 9.9888e-04
Validation prc-auc = 0.073023
Epoch 2084
Loss = 4.2956e-02, PNorm = 219.6250, GNorm = 1.4210, lr_0 = 9.9888e-04
Validation prc-auc = 0.070666
Epoch 2085
Loss = 1.5459e-02, PNorm = 219.6893, GNorm = 0.1008, lr_0 = 9.9888e-04
Validation prc-auc = 0.070139
Epoch 2086
Loss = 9.6828e-03, PNorm = 219.7462, GNorm = 0.4053, lr_0 = 9.9888e-04
Validation prc-auc = 0.070114
Epoch 2087
Loss = 3.9898e-03, PNorm = 219.7854, GNorm = 0.2408, lr_0 = 9.9888e-04
Validation prc-auc = 0.062180
Epoch 2088
Loss = 1.4075e-01, PNorm = 219.8267, GNorm = 4.0729, lr_0 = 9.9888e-04
Validation prc-auc = 0.050065
Epoch 2089
Loss = 3.5941e-03, PNorm = 219.8775, GNorm = 0.1170, lr_0 = 9.9888e-04
Loss = 4.3194e-02, PNorm = 219.9369, GNorm = 3.1739, lr_0 = 9.9888e-04
Validation prc-auc = 0.051911
Epoch 2090
Loss = 4.3728e-02, PNorm = 220.0296, GNorm = 0.6954, lr_0 = 9.9888e-04
Validation prc-auc = 0.074867
Epoch 2091
Loss = 3.7880e-02, PNorm = 220.1209, GNorm = 0.4610, lr_0 = 9.9888e-04
Validation prc-auc = 0.048145
Epoch 2092
Loss = 3.9179e-02, PNorm = 220.1972, GNorm = 0.5152, lr_0 = 9.9888e-04
Validation prc-auc = 0.048087
Epoch 2093
Loss = 4.6526e-02, PNorm = 220.2731, GNorm = 1.1833, lr_0 = 9.9888e-04
Validation prc-auc = 0.045430
Epoch 2094
Loss = 6.0421e-02, PNorm = 220.3510, GNorm = 2.9606, lr_0 = 9.9887e-04
Validation prc-auc = 0.041402
Epoch 2095
Loss = 2.7604e-02, PNorm = 220.4195, GNorm = 0.2652, lr_0 = 9.9887e-04
Validation prc-auc = 0.051671
Epoch 2096
Loss = 6.8673e-02, PNorm = 220.4771, GNorm = 1.3529, lr_0 = 9.9887e-04
Validation prc-auc = 0.054885
Epoch 2097
Loss = 1.7225e-02, PNorm = 220.5309, GNorm = 0.7053, lr_0 = 9.9887e-04
Validation prc-auc = 0.063113
Epoch 2098
Loss = 3.7872e-02, PNorm = 220.5724, GNorm = 0.0292, lr_0 = 9.9887e-04
Validation prc-auc = 0.050883
Epoch 2099
Loss = 2.2062e-02, PNorm = 220.6243, GNorm = 1.0280, lr_0 = 9.9887e-04
Loss = 6.2055e-02, PNorm = 220.6926, GNorm = 1.4887, lr_0 = 9.9887e-04
Validation prc-auc = 0.026631
Epoch 2100
Loss = 6.0063e-02, PNorm = 220.7462, GNorm = 0.7197, lr_0 = 9.9887e-04
Validation prc-auc = 0.031274
Epoch 2101
Loss = 2.5321e-02, PNorm = 220.8135, GNorm = 2.1372, lr_0 = 9.9887e-04
Validation prc-auc = 0.054068
Epoch 2102
Loss = 2.2768e-02, PNorm = 220.8821, GNorm = 1.2017, lr_0 = 9.9887e-04
Validation prc-auc = 0.061506
Epoch 2103
Loss = 4.1359e-02, PNorm = 220.9522, GNorm = 0.2153, lr_0 = 9.9887e-04
Validation prc-auc = 0.059977
Epoch 2104
Loss = 1.5054e-02, PNorm = 221.0285, GNorm = 1.2447, lr_0 = 9.9887e-04
Validation prc-auc = 0.063292
Epoch 2105
Loss = 3.5124e-02, PNorm = 221.0952, GNorm = 0.3014, lr_0 = 9.9887e-04
Validation prc-auc = 0.061764
Epoch 2106
Loss = 7.7839e-02, PNorm = 221.1533, GNorm = 1.3436, lr_0 = 9.9887e-04
Validation prc-auc = 0.039777
Epoch 2107
Loss = 1.4741e-02, PNorm = 221.2232, GNorm = 0.1442, lr_0 = 9.9887e-04
Validation prc-auc = 0.052754
Epoch 2108
Loss = 7.4239e-03, PNorm = 221.2819, GNorm = 0.3363, lr_0 = 9.9886e-04
Validation prc-auc = 0.055111
Epoch 2109
Loss = 2.0562e-02, PNorm = 221.3304, GNorm = 1.2990, lr_0 = 9.9886e-04
Loss = 1.5796e-02, PNorm = 221.3770, GNorm = 0.3769, lr_0 = 9.9886e-04
Validation prc-auc = 0.058613
Epoch 2110
Loss = 1.7279e-02, PNorm = 221.4175, GNorm = 0.5420, lr_0 = 9.9886e-04
Validation prc-auc = 0.060141
Epoch 2111
Loss = 3.0544e-02, PNorm = 221.4597, GNorm = 0.4136, lr_0 = 9.9886e-04
Validation prc-auc = 0.062599
Epoch 2112
Loss = 3.8388e-02, PNorm = 221.5156, GNorm = 0.7373, lr_0 = 9.9886e-04
Validation prc-auc = 0.071968
Epoch 2113
Loss = 2.1548e-02, PNorm = 221.5802, GNorm = 2.7092, lr_0 = 9.9886e-04
Validation prc-auc = 0.063593
Epoch 2114
Loss = 3.2251e-02, PNorm = 221.6397, GNorm = 0.0908, lr_0 = 9.9886e-04
Validation prc-auc = 0.064247
Epoch 2115
Loss = 3.8368e-02, PNorm = 221.6970, GNorm = 0.5101, lr_0 = 9.9886e-04
Validation prc-auc = 0.050509
Epoch 2116
Loss = 5.5174e-02, PNorm = 221.7624, GNorm = 0.7714, lr_0 = 9.9886e-04
Validation prc-auc = 0.061383
Epoch 2117
Loss = 8.2784e-02, PNorm = 221.8298, GNorm = 1.6019, lr_0 = 9.9886e-04
Validation prc-auc = 0.060357
Epoch 2118
Loss = 8.9811e-03, PNorm = 221.8866, GNorm = 0.2048, lr_0 = 9.9886e-04
Validation prc-auc = 0.059270
Epoch 2119
Loss = 2.9768e-02, PNorm = 221.9330, GNorm = 1.2330, lr_0 = 9.9886e-04
Loss = 1.1864e-02, PNorm = 221.9796, GNorm = 0.1210, lr_0 = 9.9886e-04
Validation prc-auc = 0.064562
Epoch 2120
Loss = 1.6683e-02, PNorm = 222.0259, GNorm = 0.0738, lr_0 = 9.9885e-04
Validation prc-auc = 0.059054
Epoch 2121
Loss = 3.4682e-02, PNorm = 222.0765, GNorm = 0.4766, lr_0 = 9.9885e-04
Validation prc-auc = 0.062804
Epoch 2122
Loss = 4.8420e-02, PNorm = 222.1398, GNorm = 0.1518, lr_0 = 9.9885e-04
Validation prc-auc = 0.051621
Epoch 2123
Loss = 5.8252e-02, PNorm = 222.2008, GNorm = 1.8862, lr_0 = 9.9885e-04
Validation prc-auc = 0.038187
Epoch 2124
Loss = 8.2638e-02, PNorm = 222.2690, GNorm = 1.3615, lr_0 = 9.9885e-04
Validation prc-auc = 0.043280
Epoch 2125
Loss = 6.0314e-02, PNorm = 222.3522, GNorm = 2.3538, lr_0 = 9.9885e-04
Validation prc-auc = 0.051989
Epoch 2126
Loss = 2.5462e-02, PNorm = 222.4274, GNorm = 0.4775, lr_0 = 9.9885e-04
Validation prc-auc = 0.066791
Epoch 2127
Loss = 7.9378e-03, PNorm = 222.4834, GNorm = 0.2037, lr_0 = 9.9885e-04
Validation prc-auc = 0.061545
Epoch 2128
Loss = 7.3937e-02, PNorm = 222.5344, GNorm = 0.4266, lr_0 = 9.9885e-04
Validation prc-auc = 0.076490
Epoch 2129
Loss = 1.2026e-03, PNorm = 222.5927, GNorm = 0.0383, lr_0 = 9.9885e-04
Loss = 3.1727e-02, PNorm = 222.6564, GNorm = 0.2837, lr_0 = 9.9885e-04
Validation prc-auc = 0.072245
Epoch 2130
Loss = 3.1932e-02, PNorm = 222.7153, GNorm = 0.2660, lr_0 = 9.9885e-04
Validation prc-auc = 0.073100
Epoch 2131
Loss = 2.8349e-02, PNorm = 222.7616, GNorm = 0.6496, lr_0 = 9.9885e-04
Validation prc-auc = 0.069242
Epoch 2132
Loss = 2.4140e-02, PNorm = 222.8070, GNorm = 0.0458, lr_0 = 9.9885e-04
Validation prc-auc = 0.068631
Epoch 2133
Loss = 4.6588e-02, PNorm = 222.8489, GNorm = 3.0168, lr_0 = 9.9885e-04
Validation prc-auc = 0.066401
Epoch 2134
Loss = 2.7022e-02, PNorm = 222.9098, GNorm = 0.4236, lr_0 = 9.9884e-04
Validation prc-auc = 0.072608
Epoch 2135
Loss = 5.7938e-02, PNorm = 222.9896, GNorm = 2.2253, lr_0 = 9.9884e-04
Validation prc-auc = 0.051847
Epoch 2136
Loss = 1.5627e-02, PNorm = 223.0772, GNorm = 0.1742, lr_0 = 9.9884e-04
Validation prc-auc = 0.054076
Epoch 2137
Loss = 6.4956e-02, PNorm = 223.1405, GNorm = 1.0014, lr_0 = 9.9884e-04
Validation prc-auc = 0.055950
Epoch 2138
Loss = 2.3161e-02, PNorm = 223.1923, GNorm = 0.2700, lr_0 = 9.9884e-04
Validation prc-auc = 0.055876
Epoch 2139
Loss = 3.5662e-02, PNorm = 223.2333, GNorm = 1.2979, lr_0 = 9.9884e-04
Loss = 3.2912e-02, PNorm = 223.2741, GNorm = 0.6764, lr_0 = 9.9884e-04
Validation prc-auc = 0.057316
Epoch 2140
Loss = 2.4357e-02, PNorm = 223.3162, GNorm = 0.0642, lr_0 = 9.9884e-04
Validation prc-auc = 0.066090
Epoch 2141
Loss = 2.6684e-02, PNorm = 223.3526, GNorm = 0.1166, lr_0 = 9.9884e-04
Validation prc-auc = 0.065622
Epoch 2142
Loss = 2.4924e-02, PNorm = 223.3851, GNorm = 0.1163, lr_0 = 9.9884e-04
Validation prc-auc = 0.060314
Epoch 2143
Loss = 2.8853e-02, PNorm = 223.4108, GNorm = 0.1293, lr_0 = 9.9884e-04
Validation prc-auc = 0.059632
Epoch 2144
Loss = 6.1566e-02, PNorm = 223.4503, GNorm = 0.1309, lr_0 = 9.9884e-04
Validation prc-auc = 0.056893
Epoch 2145
Loss = 1.7059e-02, PNorm = 223.5110, GNorm = 0.5106, lr_0 = 9.9884e-04
Validation prc-auc = 0.053930
Epoch 2146
Loss = 4.7926e-02, PNorm = 223.5618, GNorm = 2.6326, lr_0 = 9.9884e-04
Validation prc-auc = 0.059456
Epoch 2147
Loss = 5.0287e-02, PNorm = 223.6091, GNorm = 1.9867, lr_0 = 9.9883e-04
Validation prc-auc = 0.074622
Epoch 2148
Loss = 8.9070e-03, PNorm = 223.6523, GNorm = 0.0989, lr_0 = 9.9883e-04
Validation prc-auc = 0.071389
Epoch 2149
Loss = 4.3988e-02, PNorm = 223.6964, GNorm = 1.5777, lr_0 = 9.9883e-04
Loss = 2.0266e-02, PNorm = 223.7398, GNorm = 0.8808, lr_0 = 9.9883e-04
Validation prc-auc = 0.072119
Epoch 2150
Loss = 3.5884e-02, PNorm = 223.7860, GNorm = 0.1026, lr_0 = 9.9883e-04
Validation prc-auc = 0.070746
Epoch 2151
Loss = 3.4389e-02, PNorm = 223.8458, GNorm = 2.7559, lr_0 = 9.9883e-04
Validation prc-auc = 0.059688
Epoch 2152
Loss = 3.2707e-02, PNorm = 223.9057, GNorm = 1.0149, lr_0 = 9.9883e-04
Validation prc-auc = 0.066734
Epoch 2153
Loss = 1.5987e-02, PNorm = 223.9566, GNorm = 1.1104, lr_0 = 9.9883e-04
Validation prc-auc = 0.066742
Epoch 2154
Loss = 2.9182e-02, PNorm = 224.0045, GNorm = 1.9841, lr_0 = 9.9883e-04
Validation prc-auc = 0.059655
Epoch 2155
Loss = 4.7108e-02, PNorm = 224.0500, GNorm = 1.9444, lr_0 = 9.9883e-04
Validation prc-auc = 0.058185
Epoch 2156
Loss = 4.8497e-02, PNorm = 224.1011, GNorm = 0.4154, lr_0 = 9.9883e-04
Validation prc-auc = 0.049726
Epoch 2157
Loss = 4.5797e-02, PNorm = 224.1619, GNorm = 1.2739, lr_0 = 9.9883e-04
Validation prc-auc = 0.059922
Epoch 2158
Loss = 2.4363e-02, PNorm = 224.2261, GNorm = 0.7429, lr_0 = 9.9883e-04
Validation prc-auc = 0.066304
Epoch 2159
Loss = 8.1366e-04, PNorm = 224.2817, GNorm = 0.0278, lr_0 = 9.9883e-04
Loss = 4.0513e-02, PNorm = 224.3182, GNorm = 1.5587, lr_0 = 9.9883e-04
Validation prc-auc = 0.059272
Epoch 2160
Loss = 5.3817e-02, PNorm = 224.3692, GNorm = 1.3877, lr_0 = 9.9882e-04
Validation prc-auc = 0.049415
Epoch 2161
Loss = 3.2465e-02, PNorm = 224.4266, GNorm = 0.1591, lr_0 = 9.9882e-04
Validation prc-auc = 0.058372
Epoch 2162
Loss = 6.2822e-02, PNorm = 224.5008, GNorm = 0.2157, lr_0 = 9.9882e-04
Validation prc-auc = 0.053174
Epoch 2163
Loss = 5.7598e-02, PNorm = 224.5668, GNorm = 0.3781, lr_0 = 9.9882e-04
Validation prc-auc = 0.057802
Epoch 2164
Loss = 3.2738e-02, PNorm = 224.6237, GNorm = 0.3014, lr_0 = 9.9882e-04
Validation prc-auc = 0.056844
Epoch 2165
Loss = 2.2910e-02, PNorm = 224.6694, GNorm = 0.2738, lr_0 = 9.9882e-04
Validation prc-auc = 0.058379
Epoch 2166
Loss = 2.2464e-02, PNorm = 224.7058, GNorm = 0.7493, lr_0 = 9.9882e-04
Validation prc-auc = 0.058666
Epoch 2167
Loss = 4.3674e-02, PNorm = 224.7390, GNorm = 1.1630, lr_0 = 9.9882e-04
Validation prc-auc = 0.056310
Epoch 2168
Loss = 3.9168e-02, PNorm = 224.7743, GNorm = 1.1192, lr_0 = 9.9882e-04
Validation prc-auc = 0.054999
Epoch 2169
Loss = 4.8248e-03, PNorm = 224.8229, GNorm = 0.1643, lr_0 = 9.9882e-04
Loss = 2.6612e-02, PNorm = 224.8640, GNorm = 0.2064, lr_0 = 9.9882e-04
Validation prc-auc = 0.049660
Epoch 2170
Loss = 2.8777e-02, PNorm = 224.9019, GNorm = 0.1927, lr_0 = 9.9882e-04
Validation prc-auc = 0.048288
Epoch 2171
Loss = 6.7741e-02, PNorm = 224.9428, GNorm = 1.9024, lr_0 = 9.9882e-04
Validation prc-auc = 0.051236
Epoch 2172
Loss = 2.4083e-02, PNorm = 225.0190, GNorm = 0.2072, lr_0 = 9.9882e-04
Validation prc-auc = 0.054892
Epoch 2173
Loss = 4.6871e-02, PNorm = 225.0978, GNorm = 1.0603, lr_0 = 9.9882e-04
Validation prc-auc = 0.051695
Epoch 2174
Loss = 5.2798e-02, PNorm = 225.1844, GNorm = 1.2147, lr_0 = 9.9881e-04
Validation prc-auc = 0.050200
Epoch 2175
Loss = 3.4098e-02, PNorm = 225.2700, GNorm = 1.2806, lr_0 = 9.9881e-04
Validation prc-auc = 0.049389
Epoch 2176
Loss = 9.8618e-03, PNorm = 225.3448, GNorm = 0.0805, lr_0 = 9.9881e-04
Validation prc-auc = 0.053213
Epoch 2177
Loss = 6.6055e-02, PNorm = 225.3966, GNorm = 1.3050, lr_0 = 9.9881e-04
Validation prc-auc = 0.059073
Epoch 2178
Loss = 1.7362e-01, PNorm = 225.4300, GNorm = 4.6264, lr_0 = 9.9881e-04
Validation prc-auc = 0.053129
Epoch 2179
Loss = 2.8418e-02, PNorm = 225.4832, GNorm = 0.8618, lr_0 = 9.9881e-04
Loss = 4.2963e-02, PNorm = 225.5403, GNorm = 0.1987, lr_0 = 9.9881e-04
Validation prc-auc = 0.049309
Epoch 2180
Loss = 3.2155e-02, PNorm = 225.5945, GNorm = 0.1012, lr_0 = 9.9881e-04
Validation prc-auc = 0.039898
Epoch 2181
Loss = 3.5461e-02, PNorm = 225.6510, GNorm = 0.6736, lr_0 = 9.9881e-04
Validation prc-auc = 0.029166
Epoch 2182
Loss = 2.0001e-02, PNorm = 225.6911, GNorm = 1.1682, lr_0 = 9.9881e-04
Validation prc-auc = 0.034471
Epoch 2183
Loss = 3.7952e-02, PNorm = 225.7272, GNorm = 1.5345, lr_0 = 9.9881e-04
Validation prc-auc = 0.038817
Epoch 2184
Loss = 2.1908e-02, PNorm = 225.7758, GNorm = 0.1531, lr_0 = 9.9881e-04
Validation prc-auc = 0.043738
Epoch 2185
Loss = 2.4482e-02, PNorm = 225.8366, GNorm = 2.1967, lr_0 = 9.9881e-04
Validation prc-auc = 0.046173
Epoch 2186
Loss = 4.0435e-02, PNorm = 225.9121, GNorm = 0.4912, lr_0 = 9.9881e-04
Validation prc-auc = 0.046691
Epoch 2187
Loss = 1.8472e-02, PNorm = 225.9801, GNorm = 0.0970, lr_0 = 9.9880e-04
Validation prc-auc = 0.045424
Epoch 2188
Loss = 5.1115e-02, PNorm = 226.0339, GNorm = 0.8538, lr_0 = 9.9880e-04
Validation prc-auc = 0.040908
Epoch 2189
Loss = 1.1065e-01, PNorm = 226.0775, GNorm = 1.5987, lr_0 = 9.9880e-04
Loss = 1.6451e-02, PNorm = 226.1133, GNorm = 0.1309, lr_0 = 9.9880e-04
Validation prc-auc = 0.041405
Epoch 2190
Loss = 3.3918e-02, PNorm = 226.1648, GNorm = 1.9158, lr_0 = 9.9880e-04
Validation prc-auc = 0.042912
Epoch 2191
Loss = 2.6723e-02, PNorm = 226.2316, GNorm = 0.4087, lr_0 = 9.9880e-04
Validation prc-auc = 0.058290
Epoch 2192
Loss = 2.0147e-02, PNorm = 226.3040, GNorm = 0.8970, lr_0 = 9.9880e-04
Validation prc-auc = 0.054865
Epoch 2193
Loss = 9.3361e-03, PNorm = 226.3657, GNorm = 0.1751, lr_0 = 9.9880e-04
Validation prc-auc = 0.066041
Epoch 2194
Loss = 6.8757e-03, PNorm = 226.4085, GNorm = 0.0409, lr_0 = 9.9880e-04
Validation prc-auc = 0.072148
Epoch 2195
Loss = 3.1231e-02, PNorm = 226.4473, GNorm = 1.9348, lr_0 = 9.9880e-04
Validation prc-auc = 0.053161
Epoch 2196
Loss = 2.8604e-03, PNorm = 226.5086, GNorm = 0.0525, lr_0 = 9.9880e-04
Validation prc-auc = 0.034446
Epoch 2197
Loss = 3.9831e-02, PNorm = 226.5741, GNorm = 0.0521, lr_0 = 9.9880e-04
Validation prc-auc = 0.027539
Epoch 2198
Loss = 2.2397e-02, PNorm = 226.6413, GNorm = 0.7742, lr_0 = 9.9880e-04
Validation prc-auc = 0.055137
Epoch 2199
Loss = 2.5727e-03, PNorm = 226.7007, GNorm = 0.0748, lr_0 = 9.9880e-04
Loss = 1.5792e-02, PNorm = 226.7490, GNorm = 2.3010, lr_0 = 9.9880e-04
Validation prc-auc = 0.063159
Epoch 2200
Loss = 3.3307e-02, PNorm = 226.7910, GNorm = 0.2851, lr_0 = 9.9879e-04
Validation prc-auc = 0.041176
Epoch 2201
Loss = 4.8518e-02, PNorm = 226.8429, GNorm = 2.4366, lr_0 = 9.9879e-04
Validation prc-auc = 0.043717
Epoch 2202
Loss = 2.5593e-02, PNorm = 226.9180, GNorm = 0.2121, lr_0 = 9.9879e-04
Validation prc-auc = 0.056143
Epoch 2203
Loss = 6.3012e-02, PNorm = 226.9941, GNorm = 3.3457, lr_0 = 9.9879e-04
Validation prc-auc = 0.051091
Epoch 2204
Loss = 1.4744e-02, PNorm = 227.0803, GNorm = 0.1340, lr_0 = 9.9879e-04
Validation prc-auc = 0.039999
Epoch 2205
Loss = 6.7928e-02, PNorm = 227.1515, GNorm = 0.2324, lr_0 = 9.9879e-04
Validation prc-auc = 0.047947
Epoch 2206
Loss = 1.7170e-02, PNorm = 227.2129, GNorm = 0.3884, lr_0 = 9.9879e-04
Validation prc-auc = 0.041425
Epoch 2207
Loss = 1.6765e-02, PNorm = 227.2599, GNorm = 0.9108, lr_0 = 9.9879e-04
Validation prc-auc = 0.038652
Epoch 2208
Loss = 2.7424e-02, PNorm = 227.3116, GNorm = 1.4798, lr_0 = 9.9879e-04
Validation prc-auc = 0.040033
Epoch 2209
Loss = 1.2922e-02, PNorm = 227.3723, GNorm = 0.6065, lr_0 = 9.9879e-04
Loss = 4.7922e-02, PNorm = 227.4289, GNorm = 0.7538, lr_0 = 9.9879e-04
Validation prc-auc = 0.045174
Epoch 2210
Loss = 4.5466e-02, PNorm = 227.4885, GNorm = 0.6360, lr_0 = 9.9879e-04
Validation prc-auc = 0.044281
Epoch 2211
Loss = 3.8348e-02, PNorm = 227.5422, GNorm = 3.4980, lr_0 = 9.9879e-04
Validation prc-auc = 0.052093
Epoch 2212
Loss = 2.8674e-02, PNorm = 227.5908, GNorm = 1.2941, lr_0 = 9.9879e-04
Validation prc-auc = 0.058568
Epoch 2213
Loss = 5.5950e-02, PNorm = 227.6453, GNorm = 0.6315, lr_0 = 9.9878e-04
Validation prc-auc = 0.065164
Epoch 2214
Loss = 8.6057e-03, PNorm = 227.7023, GNorm = 0.2138, lr_0 = 9.9878e-04
Validation prc-auc = 0.068868
Epoch 2215
Loss = 2.8593e-02, PNorm = 227.7522, GNorm = 1.2742, lr_0 = 9.9878e-04
Validation prc-auc = 0.057121
Epoch 2216
Loss = 2.0080e-02, PNorm = 227.8062, GNorm = 0.6998, lr_0 = 9.9878e-04
Validation prc-auc = 0.058473
Epoch 2217
Loss = 5.7329e-03, PNorm = 227.8612, GNorm = 0.0956, lr_0 = 9.9878e-04
Validation prc-auc = 0.063791
Epoch 2218
Loss = 1.7970e-02, PNorm = 227.9101, GNorm = 0.0300, lr_0 = 9.9878e-04
Validation prc-auc = 0.054980
Epoch 2219
Loss = 8.7030e-02, PNorm = 227.9738, GNorm = 1.2560, lr_0 = 9.9878e-04
Loss = 4.1292e-02, PNorm = 228.0477, GNorm = 1.2226, lr_0 = 9.9878e-04
Validation prc-auc = 0.051776
Epoch 2220
Loss = 5.3903e-02, PNorm = 228.1175, GNorm = 0.3056, lr_0 = 9.9878e-04
Validation prc-auc = 0.051348
Epoch 2221
Loss = 4.3036e-02, PNorm = 228.1895, GNorm = 1.3268, lr_0 = 9.9878e-04
Validation prc-auc = 0.063654
Epoch 2222
Loss = 3.2643e-02, PNorm = 228.2559, GNorm = 0.2685, lr_0 = 9.9878e-04
Validation prc-auc = 0.064299
Epoch 2223
Loss = 3.3156e-02, PNorm = 228.2979, GNorm = 1.5276, lr_0 = 9.9878e-04
Validation prc-auc = 0.067016
Epoch 2224
Loss = 7.9230e-03, PNorm = 228.3390, GNorm = 0.1708, lr_0 = 9.9878e-04
Validation prc-auc = 0.065984
Epoch 2225
Loss = 3.7989e-02, PNorm = 228.3922, GNorm = 0.3196, lr_0 = 9.9878e-04
Validation prc-auc = 0.051970
Epoch 2226
Loss = 2.1572e-02, PNorm = 228.4630, GNorm = 0.1009, lr_0 = 9.9878e-04
Validation prc-auc = 0.054153
Epoch 2227
Loss = 1.2561e-01, PNorm = 228.5187, GNorm = 2.3568, lr_0 = 9.9877e-04
Validation prc-auc = 0.052503
Epoch 2228
Loss = 7.3948e-02, PNorm = 228.5617, GNorm = 0.4092, lr_0 = 9.9877e-04
Validation prc-auc = 0.042160
Epoch 2229
Loss = 4.6620e-02, PNorm = 228.6013, GNorm = 1.7994, lr_0 = 9.9877e-04
Loss = 2.8991e-02, PNorm = 228.6535, GNorm = 0.1082, lr_0 = 9.9877e-04
Validation prc-auc = 0.045558
Epoch 2230
Loss = 3.7809e-02, PNorm = 228.6982, GNorm = 0.4554, lr_0 = 9.9877e-04
Validation prc-auc = 0.050416
Epoch 2231
Loss = 2.5941e-02, PNorm = 228.7343, GNorm = 1.9822, lr_0 = 9.9877e-04
Validation prc-auc = 0.058621
Epoch 2232
Loss = 3.3713e-02, PNorm = 228.7786, GNorm = 1.0277, lr_0 = 9.9877e-04
Validation prc-auc = 0.059339
Epoch 2233
Loss = 8.6987e-03, PNorm = 228.8361, GNorm = 1.1415, lr_0 = 9.9877e-04
Validation prc-auc = 0.065129
Epoch 2234
Loss = 3.2044e-02, PNorm = 228.8977, GNorm = 0.2920, lr_0 = 9.9877e-04
Validation prc-auc = 0.060637
Epoch 2235
Loss = 4.6409e-02, PNorm = 228.9584, GNorm = 2.8005, lr_0 = 9.9877e-04
Validation prc-auc = 0.059414
Epoch 2236
Loss = 4.5068e-03, PNorm = 229.0135, GNorm = 0.0669, lr_0 = 9.9877e-04
Validation prc-auc = 0.057015
Epoch 2237
Loss = 7.8695e-02, PNorm = 229.0480, GNorm = 1.2399, lr_0 = 9.9877e-04
Validation prc-auc = 0.058599
Epoch 2238
Loss = 1.5081e-02, PNorm = 229.0974, GNorm = 0.2512, lr_0 = 9.9877e-04
Validation prc-auc = 0.062414
Epoch 2239
Loss = 8.7678e-03, PNorm = 229.1459, GNorm = 0.3110, lr_0 = 9.9877e-04
Loss = 1.1873e-02, PNorm = 229.1878, GNorm = 0.9367, lr_0 = 9.9876e-04
Validation prc-auc = 0.063619
Epoch 2240
Loss = 4.5255e-02, PNorm = 229.2281, GNorm = 0.1975, lr_0 = 9.9876e-04
Validation prc-auc = 0.072099
Epoch 2241
Loss = 1.8730e-02, PNorm = 229.2637, GNorm = 1.3492, lr_0 = 9.9876e-04
Validation prc-auc = 0.061593
Epoch 2242
Loss = 1.8534e-02, PNorm = 229.2972, GNorm = 0.6933, lr_0 = 9.9876e-04
Validation prc-auc = 0.062613
Epoch 2243
Loss = 3.9644e-02, PNorm = 229.3347, GNorm = 1.8659, lr_0 = 9.9876e-04
Validation prc-auc = 0.060521
Epoch 2244
Loss = 1.6590e-02, PNorm = 229.3875, GNorm = 0.5948, lr_0 = 9.9876e-04
Validation prc-auc = 0.057604
Epoch 2245
Loss = 5.6814e-02, PNorm = 229.4280, GNorm = 1.4394, lr_0 = 9.9876e-04
Validation prc-auc = 0.048993
Epoch 2246
Loss = 3.6834e-02, PNorm = 229.4606, GNorm = 0.7616, lr_0 = 9.9876e-04
Validation prc-auc = 0.052882
Epoch 2247
Loss = 1.5966e-02, PNorm = 229.5011, GNorm = 0.5539, lr_0 = 9.9876e-04
Validation prc-auc = 0.058514
Epoch 2248
Loss = 3.5640e-02, PNorm = 229.5401, GNorm = 0.5294, lr_0 = 9.9876e-04
Validation prc-auc = 0.066653
Epoch 2249
Loss = 1.4578e-02, PNorm = 229.5778, GNorm = 0.5530, lr_0 = 9.9876e-04
Loss = 1.4724e-02, PNorm = 229.6218, GNorm = 1.4409, lr_0 = 9.9876e-04
Validation prc-auc = 0.071587
Epoch 2250
Loss = 1.4027e-02, PNorm = 229.6575, GNorm = 1.3654, lr_0 = 9.9876e-04
Validation prc-auc = 0.082716
Epoch 2251
Loss = 3.7317e-02, PNorm = 229.6951, GNorm = 0.1552, lr_0 = 9.9876e-04
Validation prc-auc = 0.069830
Epoch 2252
Loss = 4.7488e-03, PNorm = 229.7381, GNorm = 0.0125, lr_0 = 9.9876e-04
Validation prc-auc = 0.079729
Epoch 2253
Loss = 3.1996e-02, PNorm = 229.7736, GNorm = 1.2423, lr_0 = 9.9875e-04
Validation prc-auc = 0.082879
Epoch 2254
Loss = 5.4197e-02, PNorm = 229.8307, GNorm = 0.2078, lr_0 = 9.9875e-04
Validation prc-auc = 0.070738
Epoch 2255
Loss = 5.8314e-02, PNorm = 229.8976, GNorm = 0.4957, lr_0 = 9.9875e-04
Validation prc-auc = 0.091458
Epoch 2256
Loss = 2.4704e-02, PNorm = 229.9571, GNorm = 1.1532, lr_0 = 9.9875e-04
Validation prc-auc = 0.091543
Epoch 2257
Loss = 3.6107e-02, PNorm = 230.0051, GNorm = 0.9216, lr_0 = 9.9875e-04
Validation prc-auc = 0.092976
Epoch 2258
Loss = 2.5549e-02, PNorm = 230.0544, GNorm = 0.5350, lr_0 = 9.9875e-04
Validation prc-auc = 0.083695
Epoch 2259
Loss = 4.3242e-03, PNorm = 230.1029, GNorm = 0.1314, lr_0 = 9.9875e-04
Loss = 1.3391e-02, PNorm = 230.1419, GNorm = 0.2247, lr_0 = 9.9875e-04
Validation prc-auc = 0.085703
Epoch 2260
Loss = 3.1839e-02, PNorm = 230.1807, GNorm = 1.9960, lr_0 = 9.9875e-04
Validation prc-auc = 0.077890
Epoch 2261
Loss = 2.2792e-02, PNorm = 230.2223, GNorm = 1.5067, lr_0 = 9.9875e-04
Validation prc-auc = 0.064887
Epoch 2262
Loss = 1.6899e-02, PNorm = 230.2611, GNorm = 1.5405, lr_0 = 9.9875e-04
Validation prc-auc = 0.058517
Epoch 2263
Loss = 2.6221e-02, PNorm = 230.3050, GNorm = 0.7562, lr_0 = 9.9875e-04
Validation prc-auc = 0.058064
Epoch 2264
Loss = 6.9952e-02, PNorm = 230.3584, GNorm = 2.6089, lr_0 = 9.9875e-04
Validation prc-auc = 0.062200
Epoch 2265
Loss = 4.4991e-02, PNorm = 230.4352, GNorm = 1.2648, lr_0 = 9.9875e-04
Validation prc-auc = 0.061933
Epoch 2266
Loss = 6.0739e-02, PNorm = 230.5029, GNorm = 0.8918, lr_0 = 9.9874e-04
Validation prc-auc = 0.054492
Epoch 2267
Loss = 7.8470e-02, PNorm = 230.5555, GNorm = 0.4243, lr_0 = 9.9874e-04
Validation prc-auc = 0.062210
Epoch 2268
Loss = 5.1264e-03, PNorm = 230.6006, GNorm = 0.0445, lr_0 = 9.9874e-04
Validation prc-auc = 0.067768
Epoch 2269
Loss = 6.2659e-02, PNorm = 230.6374, GNorm = 1.0090, lr_0 = 9.9874e-04
Loss = 3.5411e-02, PNorm = 230.6727, GNorm = 0.9229, lr_0 = 9.9874e-04
Validation prc-auc = 0.062348
Epoch 2270
Loss = 5.2978e-02, PNorm = 230.7096, GNorm = 0.9472, lr_0 = 9.9874e-04
Validation prc-auc = 0.068483
Epoch 2271
Loss = 3.6404e-02, PNorm = 230.7460, GNorm = 0.2500, lr_0 = 9.9874e-04
Validation prc-auc = 0.063984
Epoch 2272
Loss = 2.7293e-02, PNorm = 230.7914, GNorm = 0.5215, lr_0 = 9.9874e-04
Validation prc-auc = 0.060138
Epoch 2273
Loss = 4.5005e-02, PNorm = 230.8405, GNorm = 0.2791, lr_0 = 9.9874e-04
Validation prc-auc = 0.064549
Epoch 2274
Loss = 2.3305e-02, PNorm = 230.9006, GNorm = 0.1179, lr_0 = 9.9874e-04
Validation prc-auc = 0.067279
Epoch 2275
Loss = 5.3906e-02, PNorm = 230.9419, GNorm = 0.9326, lr_0 = 9.9874e-04
Validation prc-auc = 0.071978
Epoch 2276
Loss = 3.7831e-02, PNorm = 230.9934, GNorm = 2.0156, lr_0 = 9.9874e-04
Validation prc-auc = 0.078345
Epoch 2277
Loss = 5.1021e-02, PNorm = 231.0601, GNorm = 1.0394, lr_0 = 9.9874e-04
Validation prc-auc = 0.076228
Epoch 2278
Loss = 5.8963e-02, PNorm = 231.1178, GNorm = 1.3363, lr_0 = 9.9874e-04
Validation prc-auc = 0.070710
Epoch 2279
Loss = 1.0674e-02, PNorm = 231.1835, GNorm = 0.2789, lr_0 = 9.9874e-04
Loss = 1.7282e-02, PNorm = 231.2501, GNorm = 0.0363, lr_0 = 9.9873e-04
Validation prc-auc = 0.064471
Epoch 2280
Loss = 1.8765e-02, PNorm = 231.3005, GNorm = 0.1981, lr_0 = 9.9873e-04
Validation prc-auc = 0.066895
Epoch 2281
Loss = 2.2583e-02, PNorm = 231.3457, GNorm = 0.1354, lr_0 = 9.9873e-04
Validation prc-auc = 0.063381
Epoch 2282
Loss = 4.0773e-02, PNorm = 231.4043, GNorm = 1.4016, lr_0 = 9.9873e-04
Validation prc-auc = 0.057578
Epoch 2283
Loss = 2.5028e-02, PNorm = 231.4566, GNorm = 0.0509, lr_0 = 9.9873e-04
Validation prc-auc = 0.062738
Epoch 2284
Loss = 2.9829e-02, PNorm = 231.4984, GNorm = 1.2288, lr_0 = 9.9873e-04
Validation prc-auc = 0.055131
Epoch 2285
Loss = 3.0798e-02, PNorm = 231.5523, GNorm = 0.8071, lr_0 = 9.9873e-04
Validation prc-auc = 0.050171
Epoch 2286
Loss = 1.6996e-02, PNorm = 231.6043, GNorm = 1.6886, lr_0 = 9.9873e-04
Validation prc-auc = 0.058123
Epoch 2287
Loss = 5.5917e-03, PNorm = 231.6478, GNorm = 0.0995, lr_0 = 9.9873e-04
Validation prc-auc = 0.053952
Epoch 2288
Loss = 6.9528e-03, PNorm = 231.6882, GNorm = 0.3263, lr_0 = 9.9873e-04
Validation prc-auc = 0.048606
Epoch 2289
Loss = 1.0167e-02, PNorm = 231.7216, GNorm = 0.4649, lr_0 = 9.9873e-04
Loss = 1.7833e-02, PNorm = 231.7561, GNorm = 0.0600, lr_0 = 9.9873e-04
Validation prc-auc = 0.050555
Epoch 2290
Loss = 4.2819e-02, PNorm = 231.8028, GNorm = 0.1899, lr_0 = 9.9873e-04
Validation prc-auc = 0.048638
Epoch 2291
Loss = 3.8179e-02, PNorm = 231.8491, GNorm = 2.6420, lr_0 = 9.9873e-04
Validation prc-auc = 0.045213
Epoch 2292
Loss = 7.9395e-02, PNorm = 231.9155, GNorm = 0.7910, lr_0 = 9.9872e-04
Validation prc-auc = 0.050825
Epoch 2293
Loss = 4.8734e-02, PNorm = 231.9876, GNorm = 0.4844, lr_0 = 9.9872e-04
Validation prc-auc = 0.052332
Epoch 2294
Loss = 2.0165e-02, PNorm = 232.0616, GNorm = 0.8504, lr_0 = 9.9872e-04
Validation prc-auc = 0.064130
Epoch 2295
Loss = 3.8535e-02, PNorm = 232.1228, GNorm = 0.4690, lr_0 = 9.9872e-04
Validation prc-auc = 0.068332
Epoch 2296
Loss = 5.3375e-02, PNorm = 232.1852, GNorm = 0.1378, lr_0 = 9.9872e-04
Validation prc-auc = 0.069177
Epoch 2297
Loss = 1.3857e-02, PNorm = 232.2542, GNorm = 1.4979, lr_0 = 9.9872e-04
Validation prc-auc = 0.063544
Epoch 2298
Loss = 3.0167e-02, PNorm = 232.3243, GNorm = 1.6135, lr_0 = 9.9872e-04
Validation prc-auc = 0.052494
Epoch 2299
Loss = 2.2799e-01, PNorm = 232.3731, GNorm = 2.7984, lr_0 = 9.9872e-04
Loss = 3.0747e-02, PNorm = 232.4290, GNorm = 0.0796, lr_0 = 9.9872e-04
Validation prc-auc = 0.055120
Epoch 2300
Loss = 3.1839e-02, PNorm = 232.4717, GNorm = 1.0922, lr_0 = 9.9872e-04
Validation prc-auc = 0.061923
Epoch 2301
Loss = 2.1733e-02, PNorm = 232.5212, GNorm = 0.7079, lr_0 = 9.9872e-04
Validation prc-auc = 0.060007
Epoch 2302
Loss = 4.7136e-02, PNorm = 232.5671, GNorm = 1.0950, lr_0 = 9.9872e-04
Validation prc-auc = 0.053826
Epoch 2303
Loss = 2.2959e-02, PNorm = 232.6247, GNorm = 0.6403, lr_0 = 9.9872e-04
Validation prc-auc = 0.048057
Epoch 2304
Loss = 2.9161e-02, PNorm = 232.6769, GNorm = 0.5652, lr_0 = 9.9872e-04
Validation prc-auc = 0.054094
Epoch 2305
Loss = 4.5977e-02, PNorm = 232.7321, GNorm = 0.9343, lr_0 = 9.9872e-04
Validation prc-auc = 0.049534
Epoch 2306
Loss = 1.5393e-02, PNorm = 232.7801, GNorm = 0.0580, lr_0 = 9.9871e-04
Validation prc-auc = 0.058525
Epoch 2307
Loss = 6.8166e-03, PNorm = 232.8169, GNorm = 0.3429, lr_0 = 9.9871e-04
Validation prc-auc = 0.057872
Epoch 2308
Loss = 7.6763e-03, PNorm = 232.8551, GNorm = 0.8960, lr_0 = 9.9871e-04
Validation prc-auc = 0.060240
Epoch 2309
Loss = 4.6880e-02, PNorm = 232.8875, GNorm = 1.9885, lr_0 = 9.9871e-04
Loss = 3.9241e-02, PNorm = 232.9287, GNorm = 0.0954, lr_0 = 9.9871e-04
Validation prc-auc = 0.073001
Epoch 2310
Loss = 1.6815e-02, PNorm = 232.9701, GNorm = 0.0520, lr_0 = 9.9871e-04
Validation prc-auc = 0.069169
Epoch 2311
Loss = 9.7066e-03, PNorm = 233.0076, GNorm = 0.0571, lr_0 = 9.9871e-04
Validation prc-auc = 0.068228
Epoch 2312
Loss = 8.4610e-03, PNorm = 233.0381, GNorm = 0.2478, lr_0 = 9.9871e-04
Validation prc-auc = 0.072222
Epoch 2313
Loss = 1.6411e-02, PNorm = 233.0718, GNorm = 0.4183, lr_0 = 9.9871e-04
Validation prc-auc = 0.067145
Epoch 2314
Loss = 8.5413e-02, PNorm = 233.1083, GNorm = 1.7010, lr_0 = 9.9871e-04
Validation prc-auc = 0.070575
Epoch 2315
Loss = 2.5695e-02, PNorm = 233.1686, GNorm = 0.7837, lr_0 = 9.9871e-04
Validation prc-auc = 0.059027
Epoch 2316
Loss = 2.8942e-02, PNorm = 233.2359, GNorm = 0.1903, lr_0 = 9.9871e-04
Validation prc-auc = 0.059225
Epoch 2317
Loss = 7.8863e-03, PNorm = 233.3129, GNorm = 0.1293, lr_0 = 9.9871e-04
Validation prc-auc = 0.057543
Epoch 2318
Loss = 9.8385e-03, PNorm = 233.3694, GNorm = 0.4099, lr_0 = 9.9871e-04
Validation prc-auc = 0.054342
Epoch 2319
Loss = 2.1373e-02, PNorm = 233.4263, GNorm = 0.8084, lr_0 = 9.9871e-04
Loss = 3.9564e-02, PNorm = 233.4837, GNorm = 0.8663, lr_0 = 9.9870e-04
Validation prc-auc = 0.042110
Epoch 2320
Loss = 4.1446e-02, PNorm = 233.5383, GNorm = 0.2966, lr_0 = 9.9870e-04
Validation prc-auc = 0.049877
Epoch 2321
Loss = 4.0360e-02, PNorm = 233.5923, GNorm = 0.1275, lr_0 = 9.9870e-04
Validation prc-auc = 0.048952
Epoch 2322
Loss = 1.9904e-02, PNorm = 233.6362, GNorm = 1.9381, lr_0 = 9.9870e-04
Validation prc-auc = 0.053461
Epoch 2323
Loss = 1.4559e-02, PNorm = 233.6861, GNorm = 0.5609, lr_0 = 9.9870e-04
Validation prc-auc = 0.055531
Epoch 2324
Loss = 4.3531e-02, PNorm = 233.7441, GNorm = 0.0847, lr_0 = 9.9870e-04
Validation prc-auc = 0.034167
Epoch 2325
Loss = 7.3667e-03, PNorm = 233.7961, GNorm = 0.1454, lr_0 = 9.9870e-04
Validation prc-auc = 0.033586
Epoch 2326
Loss = 1.9288e-02, PNorm = 233.8308, GNorm = 1.2851, lr_0 = 9.9870e-04
Validation prc-auc = 0.031832
Epoch 2327
Loss = 1.5006e-02, PNorm = 233.8694, GNorm = 1.8377, lr_0 = 9.9870e-04
Validation prc-auc = 0.036987
Epoch 2328
Loss = 3.0802e-02, PNorm = 233.9147, GNorm = 0.4737, lr_0 = 9.9870e-04
Validation prc-auc = 0.053801
Epoch 2329
Loss = 8.1117e-02, PNorm = 233.9790, GNorm = 2.3091, lr_0 = 9.9870e-04
Loss = 1.0267e-01, PNorm = 234.0528, GNorm = 0.4085, lr_0 = 9.9870e-04
Validation prc-auc = 0.055510
Epoch 2330
Loss = 3.4970e-02, PNorm = 234.1308, GNorm = 0.9774, lr_0 = 9.9870e-04
Validation prc-auc = 0.063278
Epoch 2331
Loss = 4.6958e-02, PNorm = 234.1964, GNorm = 0.7549, lr_0 = 9.9870e-04
Validation prc-auc = 0.055784
Epoch 2332
Loss = 2.3018e-02, PNorm = 234.2534, GNorm = 1.1931, lr_0 = 9.9869e-04
Validation prc-auc = 0.054027
Epoch 2333
Loss = 5.2882e-02, PNorm = 234.3052, GNorm = 1.0678, lr_0 = 9.9869e-04
Validation prc-auc = 0.051546
Epoch 2334
Loss = 5.3369e-02, PNorm = 234.3623, GNorm = 0.3967, lr_0 = 9.9869e-04
Validation prc-auc = 0.041932
Epoch 2335
Loss = 5.7646e-02, PNorm = 234.4227, GNorm = 0.6697, lr_0 = 9.9869e-04
Validation prc-auc = 0.040522
Epoch 2336
Loss = 3.9005e-02, PNorm = 234.4905, GNorm = 0.0918, lr_0 = 9.9869e-04
Validation prc-auc = 0.042351
Epoch 2337
Loss = 4.4132e-02, PNorm = 234.5630, GNorm = 0.6144, lr_0 = 9.9869e-04
Validation prc-auc = 0.048855
Epoch 2338
Loss = 1.1071e-02, PNorm = 234.6403, GNorm = 0.1656, lr_0 = 9.9869e-04
Validation prc-auc = 0.042951
Epoch 2339
Loss = 4.9972e-02, PNorm = 234.6972, GNorm = 1.2297, lr_0 = 9.9869e-04
Loss = 4.3233e-02, PNorm = 234.7459, GNorm = 0.1649, lr_0 = 9.9869e-04
Validation prc-auc = 0.053483
Epoch 2340
Loss = 3.9730e-02, PNorm = 234.8063, GNorm = 0.6256, lr_0 = 9.9869e-04
Validation prc-auc = 0.048948
Epoch 2341
Loss = 1.9199e-02, PNorm = 234.8581, GNorm = 0.3777, lr_0 = 9.9869e-04
Validation prc-auc = 0.047923
Epoch 2342
Loss = 2.0818e-02, PNorm = 234.9016, GNorm = 0.0363, lr_0 = 9.9869e-04
Validation prc-auc = 0.048541
Epoch 2343
Loss = 1.8159e-02, PNorm = 234.9346, GNorm = 1.1368, lr_0 = 9.9869e-04
Validation prc-auc = 0.049030
Epoch 2344
Loss = 5.8902e-02, PNorm = 234.9792, GNorm = 4.6536, lr_0 = 9.9869e-04
Validation prc-auc = 0.045630
Epoch 2345
Loss = 8.9386e-03, PNorm = 235.0723, GNorm = 0.0952, lr_0 = 9.9869e-04
Validation prc-auc = 0.047801
Epoch 2346
Loss = 1.6566e-02, PNorm = 235.1569, GNorm = 0.6211, lr_0 = 9.9868e-04
Validation prc-auc = 0.045395
Epoch 2347
Loss = 9.8170e-03, PNorm = 235.2208, GNorm = 0.0700, lr_0 = 9.9868e-04
Validation prc-auc = 0.045047
Epoch 2348
Loss = 3.1609e-02, PNorm = 235.2792, GNorm = 0.2230, lr_0 = 9.9868e-04
Validation prc-auc = 0.045809
Epoch 2349
Loss = 7.2632e-02, PNorm = 235.3489, GNorm = 1.1362, lr_0 = 9.9868e-04
Loss = 4.6544e-02, PNorm = 235.4260, GNorm = 0.2894, lr_0 = 9.9868e-04
Validation prc-auc = 0.048551
Epoch 2350
Loss = 2.3182e-02, PNorm = 235.4867, GNorm = 0.4737, lr_0 = 9.9868e-04
Validation prc-auc = 0.049215
Epoch 2351
Loss = 5.2003e-02, PNorm = 235.5359, GNorm = 2.5641, lr_0 = 9.9868e-04
Validation prc-auc = 0.047518
Epoch 2352
Loss = 5.1456e-02, PNorm = 235.5923, GNorm = 1.0594, lr_0 = 9.9868e-04
Validation prc-auc = 0.057047
Epoch 2353
Loss = 6.6138e-02, PNorm = 235.6584, GNorm = 1.5343, lr_0 = 9.9868e-04
Validation prc-auc = 0.054876
Epoch 2354
Loss = 5.3178e-02, PNorm = 235.7516, GNorm = 0.2637, lr_0 = 9.9868e-04
Validation prc-auc = 0.054117
Epoch 2355
Loss = 8.7440e-02, PNorm = 235.8443, GNorm = 2.2735, lr_0 = 9.9868e-04
Validation prc-auc = 0.045132
Epoch 2356
Loss = 2.4486e-02, PNorm = 235.9241, GNorm = 1.2215, lr_0 = 9.9868e-04
Validation prc-auc = 0.044568
Epoch 2357
Loss = 9.9860e-03, PNorm = 235.9924, GNorm = 0.1491, lr_0 = 9.9868e-04
Validation prc-auc = 0.039451
Epoch 2358
Loss = 6.8014e-02, PNorm = 236.0499, GNorm = 1.5981, lr_0 = 9.9868e-04
Validation prc-auc = 0.046743
Epoch 2359
Loss = 4.5962e-03, PNorm = 236.1030, GNorm = 0.1304, lr_0 = 9.9867e-04
Loss = 3.8205e-02, PNorm = 236.1592, GNorm = 1.0425, lr_0 = 9.9867e-04
Validation prc-auc = 0.050468
Epoch 2360
Loss = 3.2269e-02, PNorm = 236.2099, GNorm = 0.7450, lr_0 = 9.9867e-04
Validation prc-auc = 0.055410
Epoch 2361
Loss = 3.8877e-02, PNorm = 236.2484, GNorm = 0.3025, lr_0 = 9.9867e-04
Validation prc-auc = 0.061865
Epoch 2362
Loss = 2.6584e-02, PNorm = 236.2946, GNorm = 0.1259, lr_0 = 9.9867e-04
Validation prc-auc = 0.059294
Epoch 2363
Loss = 2.6817e-02, PNorm = 236.3403, GNorm = 0.6830, lr_0 = 9.9867e-04
Validation prc-auc = 0.058992
Epoch 2364
Loss = 9.9203e-02, PNorm = 236.3794, GNorm = 0.3187, lr_0 = 9.9867e-04
Validation prc-auc = 0.050564
Epoch 2365
Loss = 4.9601e-02, PNorm = 236.4278, GNorm = 0.8445, lr_0 = 9.9867e-04
Validation prc-auc = 0.052296
Epoch 2366
Loss = 1.8964e-02, PNorm = 236.4713, GNorm = 0.0921, lr_0 = 9.9867e-04
Validation prc-auc = 0.060486
Epoch 2367
Loss = 1.8809e-02, PNorm = 236.5096, GNorm = 0.4198, lr_0 = 9.9867e-04
Validation prc-auc = 0.060401
Epoch 2368
Loss = 5.5984e-02, PNorm = 236.5610, GNorm = 2.1518, lr_0 = 9.9867e-04
Validation prc-auc = 0.067414
Epoch 2369
Loss = 2.6661e-03, PNorm = 236.6268, GNorm = 0.0900, lr_0 = 9.9867e-04
Loss = 2.3698e-02, PNorm = 236.6967, GNorm = 0.9020, lr_0 = 9.9867e-04
Validation prc-auc = 0.063435
Epoch 2370
Loss = 1.4144e-02, PNorm = 236.7444, GNorm = 0.8436, lr_0 = 9.9867e-04
Validation prc-auc = 0.062488
Epoch 2371
Loss = 9.0503e-03, PNorm = 236.7821, GNorm = 0.3094, lr_0 = 9.9867e-04
Validation prc-auc = 0.060881
Epoch 2372
Loss = 3.2985e-02, PNorm = 236.8346, GNorm = 0.3946, lr_0 = 9.9866e-04
Validation prc-auc = 0.058738
Epoch 2373
Loss = 5.7027e-02, PNorm = 236.8964, GNorm = 0.7172, lr_0 = 9.9866e-04
Validation prc-auc = 0.048883
Epoch 2374
Loss = 5.6364e-02, PNorm = 236.9551, GNorm = 2.0690, lr_0 = 9.9866e-04
Validation prc-auc = 0.051546
Epoch 2375
Loss = 4.7132e-02, PNorm = 237.0132, GNorm = 0.9826, lr_0 = 9.9866e-04
Validation prc-auc = 0.048566
Epoch 2376
Loss = 1.5268e-02, PNorm = 237.0696, GNorm = 0.2851, lr_0 = 9.9866e-04
Validation prc-auc = 0.059740
Epoch 2377
Loss = 4.6796e-02, PNorm = 237.1239, GNorm = 1.5790, lr_0 = 9.9866e-04
Validation prc-auc = 0.046105
Epoch 2378
Loss = 8.7641e-02, PNorm = 237.1668, GNorm = 1.1388, lr_0 = 9.9866e-04
Validation prc-auc = 0.049497
Epoch 2379
Loss = 2.9659e-03, PNorm = 237.2073, GNorm = 0.1933, lr_0 = 9.9866e-04
Loss = 4.2976e-02, PNorm = 237.2532, GNorm = 2.1102, lr_0 = 9.9866e-04
Validation prc-auc = 0.059036
Epoch 2380
Loss = 1.7089e-02, PNorm = 237.3135, GNorm = 0.1724, lr_0 = 9.9866e-04
Validation prc-auc = 0.063095
Epoch 2381
Loss = 3.9652e-02, PNorm = 237.3670, GNorm = 1.9664, lr_0 = 9.9866e-04
Validation prc-auc = 0.054904
Epoch 2382
Loss = 2.6653e-02, PNorm = 237.4173, GNorm = 0.0620, lr_0 = 9.9866e-04
Validation prc-auc = 0.093748
Epoch 2383
Loss = 7.6681e-02, PNorm = 237.4834, GNorm = 0.0555, lr_0 = 9.9866e-04
Validation prc-auc = 0.063583
Epoch 2384
Loss = 5.7367e-02, PNorm = 237.5538, GNorm = 2.1986, lr_0 = 9.9866e-04
Validation prc-auc = 0.063921
Epoch 2385
Loss = 3.4972e-02, PNorm = 237.6142, GNorm = 0.7658, lr_0 = 9.9865e-04
Validation prc-auc = 0.057176
Epoch 2386
Loss = 3.8681e-02, PNorm = 237.6653, GNorm = 0.7971, lr_0 = 9.9865e-04
Validation prc-auc = 0.053292
Epoch 2387
Loss = 2.8113e-02, PNorm = 237.7132, GNorm = 1.4149, lr_0 = 9.9865e-04
Validation prc-auc = 0.048243
Epoch 2388
Loss = 9.5268e-03, PNorm = 237.7634, GNorm = 0.1838, lr_0 = 9.9865e-04
Validation prc-auc = 0.054239
Epoch 2389
Loss = 6.2491e-02, PNorm = 237.8095, GNorm = 1.6308, lr_0 = 9.9865e-04
Loss = 2.5744e-02, PNorm = 237.8522, GNorm = 0.8850, lr_0 = 9.9865e-04
Validation prc-auc = 0.060452
Epoch 2390
Loss = 2.0658e-02, PNorm = 237.8904, GNorm = 0.0402, lr_0 = 9.9865e-04
Validation prc-auc = 0.065849
Epoch 2391
Loss = 3.1303e-02, PNorm = 237.9343, GNorm = 1.8527, lr_0 = 9.9865e-04
Validation prc-auc = 0.068228
Epoch 2392
Loss = 1.5150e-02, PNorm = 237.9783, GNorm = 0.3330, lr_0 = 9.9865e-04
Validation prc-auc = 0.060360
Epoch 2393
Loss = 1.9810e-02, PNorm = 238.0222, GNorm = 1.4729, lr_0 = 9.9865e-04
Validation prc-auc = 0.062820
Epoch 2394
Loss = 2.0179e-02, PNorm = 238.0645, GNorm = 1.4113, lr_0 = 9.9865e-04
Validation prc-auc = 0.056490
Epoch 2395
Loss = 4.0821e-02, PNorm = 238.1042, GNorm = 0.2591, lr_0 = 9.9865e-04
Validation prc-auc = 0.070149
Epoch 2396
Loss = 3.1292e-02, PNorm = 238.1446, GNorm = 1.8828, lr_0 = 9.9865e-04
Validation prc-auc = 0.074150
Epoch 2397
Loss = 3.1912e-03, PNorm = 238.1792, GNorm = 0.1069, lr_0 = 9.9865e-04
Validation prc-auc = 0.074205
Epoch 2398
Loss = 4.6833e-02, PNorm = 238.2024, GNorm = 1.0369, lr_0 = 9.9865e-04
Validation prc-auc = 0.063145
Epoch 2399
Loss = 1.0593e-02, PNorm = 238.2224, GNorm = 0.6288, lr_0 = 9.9864e-04
Loss = 4.3308e-02, PNorm = 238.2638, GNorm = 1.1156, lr_0 = 9.9864e-04
Validation prc-auc = 0.049586
Epoch 2400
Loss = 3.6054e-02, PNorm = 238.3117, GNorm = 0.6019, lr_0 = 9.9864e-04
Validation prc-auc = 0.052180
Epoch 2401
Loss = 3.1610e-02, PNorm = 238.3609, GNorm = 0.1129, lr_0 = 9.9864e-04
Validation prc-auc = 0.039024
Epoch 2402
Loss = 5.0295e-02, PNorm = 238.4219, GNorm = 1.5231, lr_0 = 9.9864e-04
Validation prc-auc = 0.037323
Epoch 2403
Loss = 2.3681e-02, PNorm = 238.5034, GNorm = 0.0578, lr_0 = 9.9864e-04
Validation prc-auc = 0.034467
Epoch 2404
Loss = 5.8887e-02, PNorm = 238.5761, GNorm = 2.8023, lr_0 = 9.9864e-04
Validation prc-auc = 0.030382
Epoch 2405
Loss = 6.6639e-02, PNorm = 238.6380, GNorm = 0.6274, lr_0 = 9.9864e-04
Validation prc-auc = 0.031669
Epoch 2406
Loss = 3.6105e-02, PNorm = 238.6956, GNorm = 0.1485, lr_0 = 9.9864e-04
Validation prc-auc = 0.033806
Epoch 2407
Loss = 2.8457e-02, PNorm = 238.7429, GNorm = 1.2542, lr_0 = 9.9864e-04
Validation prc-auc = 0.038170
Epoch 2408
Loss = 7.6346e-03, PNorm = 238.7889, GNorm = 0.2951, lr_0 = 9.9864e-04
Validation prc-auc = 0.047299
Epoch 2409
Loss = 4.9613e-02, PNorm = 238.8356, GNorm = 1.8588, lr_0 = 9.9864e-04
Loss = 1.6845e-02, PNorm = 238.8861, GNorm = 1.2757, lr_0 = 9.9864e-04
Validation prc-auc = 0.060462
Epoch 2410
Loss = 6.4548e-02, PNorm = 238.9392, GNorm = 1.1494, lr_0 = 9.9864e-04
Validation prc-auc = 0.055170
Epoch 2411
Loss = 2.9282e-02, PNorm = 238.9914, GNorm = 0.2367, lr_0 = 9.9863e-04
Validation prc-auc = 0.055696
Epoch 2412
Loss = 1.5575e-02, PNorm = 239.0311, GNorm = 0.1703, lr_0 = 9.9863e-04
Validation prc-auc = 0.062606
Epoch 2413
Loss = 3.4050e-02, PNorm = 239.0802, GNorm = 0.0720, lr_0 = 9.9863e-04
Validation prc-auc = 0.067756
Epoch 2414
Loss = 2.0454e-02, PNorm = 239.1362, GNorm = 0.9019, lr_0 = 9.9863e-04
Validation prc-auc = 0.069002
Epoch 2415
Loss = 2.2607e-02, PNorm = 239.1842, GNorm = 0.3095, lr_0 = 9.9863e-04
Validation prc-auc = 0.085674
Epoch 2416
Loss = 5.1879e-02, PNorm = 239.2239, GNorm = 3.1017, lr_0 = 9.9863e-04
Validation prc-auc = 0.088898
Epoch 2417
Loss = 1.2046e-02, PNorm = 239.2675, GNorm = 0.8209, lr_0 = 9.9863e-04
Validation prc-auc = 0.089071
Epoch 2418
Loss = 3.5411e-02, PNorm = 239.3114, GNorm = 1.9545, lr_0 = 9.9863e-04
Validation prc-auc = 0.086328
Epoch 2419
Loss = 4.1285e-02, PNorm = 239.3682, GNorm = 0.8254, lr_0 = 9.9863e-04
Loss = 3.9566e-02, PNorm = 239.4220, GNorm = 0.9089, lr_0 = 9.9863e-04
Validation prc-auc = 0.072680
Epoch 2420
Loss = 4.4428e-02, PNorm = 239.4719, GNorm = 0.9405, lr_0 = 9.9863e-04
Validation prc-auc = 0.076254
Epoch 2421
Loss = 3.3742e-02, PNorm = 239.5283, GNorm = 1.1210, lr_0 = 9.9863e-04
Validation prc-auc = 0.076800
Epoch 2422
Loss = 3.4871e-02, PNorm = 239.5848, GNorm = 1.2914, lr_0 = 9.9863e-04
Validation prc-auc = 0.082156
Epoch 2423
Loss = 2.4085e-02, PNorm = 239.6469, GNorm = 0.8238, lr_0 = 9.9863e-04
Validation prc-auc = 0.079461
Epoch 2424
Loss = 5.8265e-03, PNorm = 239.6926, GNorm = 0.3226, lr_0 = 9.9863e-04
Validation prc-auc = 0.078420
Epoch 2425
Loss = 4.4434e-02, PNorm = 239.7260, GNorm = 0.3225, lr_0 = 9.9862e-04
Validation prc-auc = 0.063467
Epoch 2426
Loss = 5.9271e-03, PNorm = 239.7750, GNorm = 0.5040, lr_0 = 9.9862e-04
Validation prc-auc = 0.057213
Epoch 2427
Loss = 5.5091e-02, PNorm = 239.8161, GNorm = 0.2136, lr_0 = 9.9862e-04
Validation prc-auc = 0.063019
Epoch 2428
Loss = 1.5424e-02, PNorm = 239.8517, GNorm = 0.4269, lr_0 = 9.9862e-04
Validation prc-auc = 0.071075
Epoch 2429
Loss = 1.5792e-01, PNorm = 239.8861, GNorm = 1.7095, lr_0 = 9.9862e-04
Loss = 3.4513e-02, PNorm = 239.9376, GNorm = 0.9373, lr_0 = 9.9862e-04
Validation prc-auc = 0.076667
Epoch 2430
Loss = 2.7071e-02, PNorm = 239.9814, GNorm = 0.4033, lr_0 = 9.9862e-04
Validation prc-auc = 0.078665
Epoch 2431
Loss = 3.2850e-02, PNorm = 240.0278, GNorm = 2.8449, lr_0 = 9.9862e-04
Validation prc-auc = 0.053628
Epoch 2432
Loss = 5.6241e-02, PNorm = 240.0755, GNorm = 0.5014, lr_0 = 9.9862e-04
Validation prc-auc = 0.047264
Epoch 2433
Loss = 2.8120e-02, PNorm = 240.1194, GNorm = 0.7390, lr_0 = 9.9862e-04
Validation prc-auc = 0.055376
Epoch 2434
Loss = 2.1243e-02, PNorm = 240.1547, GNorm = 0.1022, lr_0 = 9.9862e-04
Validation prc-auc = 0.044009
Epoch 2435
Loss = 2.5585e-02, PNorm = 240.1850, GNorm = 0.2539, lr_0 = 9.9862e-04
Validation prc-auc = 0.057381
Epoch 2436
Loss = 6.8408e-02, PNorm = 240.2140, GNorm = 1.9518, lr_0 = 9.9862e-04
Validation prc-auc = 0.070346
Epoch 2437
Loss = 4.6376e-02, PNorm = 240.2537, GNorm = 0.8641, lr_0 = 9.9862e-04
Validation prc-auc = 0.067341
Epoch 2438
Loss = 2.1086e-02, PNorm = 240.2827, GNorm = 1.0671, lr_0 = 9.9861e-04
Validation prc-auc = 0.065563
Epoch 2439
Loss = 2.8394e-03, PNorm = 240.3045, GNorm = 0.1153, lr_0 = 9.9861e-04
Loss = 3.2097e-02, PNorm = 240.3286, GNorm = 0.8687, lr_0 = 9.9861e-04
Validation prc-auc = 0.060500
Epoch 2440
Loss = 2.4462e-02, PNorm = 240.3504, GNorm = 0.2096, lr_0 = 9.9861e-04
Validation prc-auc = 0.059808
Epoch 2441
Loss = 1.4076e-02, PNorm = 240.3724, GNorm = 0.3964, lr_0 = 9.9861e-04
Validation prc-auc = 0.062254
Epoch 2442
Loss = 2.1023e-02, PNorm = 240.4051, GNorm = 1.8559, lr_0 = 9.9861e-04
Validation prc-auc = 0.061859
Epoch 2443
Loss = 1.6856e-02, PNorm = 240.4333, GNorm = 1.5193, lr_0 = 9.9861e-04
Validation prc-auc = 0.048687
Epoch 2444
Loss = 3.3676e-02, PNorm = 240.4728, GNorm = 0.0488, lr_0 = 9.9861e-04
Validation prc-auc = 0.048231
Epoch 2445
Loss = 6.1110e-03, PNorm = 240.4961, GNorm = 0.3054, lr_0 = 9.9861e-04
Validation prc-auc = 0.044955
Epoch 2446
Loss = 7.2664e-03, PNorm = 240.5181, GNorm = 0.0758, lr_0 = 9.9861e-04
Validation prc-auc = 0.045400
Epoch 2447
Loss = 1.0646e-02, PNorm = 240.5579, GNorm = 0.8218, lr_0 = 9.9861e-04
Validation prc-auc = 0.040829
Epoch 2448
Loss = 5.2437e-02, PNorm = 240.5984, GNorm = 1.4969, lr_0 = 9.9861e-04
Validation prc-auc = 0.047917
Epoch 2449
Loss = 4.8042e-03, PNorm = 240.6386, GNorm = 0.2041, lr_0 = 9.9861e-04
Loss = 3.9689e-02, PNorm = 240.6827, GNorm = 0.1642, lr_0 = 9.9861e-04
Validation prc-auc = 0.043403
Epoch 2450
Loss = 1.9691e-02, PNorm = 240.7249, GNorm = 0.0221, lr_0 = 9.9861e-04
Validation prc-auc = 0.041091
Epoch 2451
Loss = 2.1087e-02, PNorm = 240.7627, GNorm = 3.5072, lr_0 = 9.9860e-04
Validation prc-auc = 0.036112
Epoch 2452
Loss = 3.7221e-02, PNorm = 240.8057, GNorm = 2.2150, lr_0 = 9.9860e-04
Validation prc-auc = 0.063634
Epoch 2453
Loss = 3.9953e-02, PNorm = 240.8679, GNorm = 1.1525, lr_0 = 9.9860e-04
Validation prc-auc = 0.080052
Epoch 2454
Loss = 2.0705e-02, PNorm = 240.9248, GNorm = 1.5702, lr_0 = 9.9860e-04
Validation prc-auc = 0.071411
Epoch 2455
Loss = 3.2068e-02, PNorm = 240.9917, GNorm = 0.1148, lr_0 = 9.9860e-04
Validation prc-auc = 0.067872
Epoch 2456
Loss = 2.4865e-02, PNorm = 241.0622, GNorm = 1.7281, lr_0 = 9.9860e-04
Validation prc-auc = 0.066177
Epoch 2457
Loss = 4.2868e-02, PNorm = 241.1313, GNorm = 0.0383, lr_0 = 9.9860e-04
Validation prc-auc = 0.069433
Epoch 2458
Loss = 1.5387e-01, PNorm = 241.1898, GNorm = 4.2151, lr_0 = 9.9860e-04
Validation prc-auc = 0.069639
Epoch 2459
Loss = 3.5019e-03, PNorm = 241.2651, GNorm = 0.1375, lr_0 = 9.9860e-04
Loss = 4.0289e-02, PNorm = 241.3362, GNorm = 1.4683, lr_0 = 9.9860e-04
Validation prc-auc = 0.064655
Epoch 2460
Loss = 2.7022e-02, PNorm = 241.3982, GNorm = 0.8600, lr_0 = 9.9860e-04
Validation prc-auc = 0.063936
Epoch 2461
Loss = 3.1748e-02, PNorm = 241.4601, GNorm = 1.1803, lr_0 = 9.9860e-04
Validation prc-auc = 0.048171
Epoch 2462
Loss = 3.1963e-02, PNorm = 241.5126, GNorm = 2.7048, lr_0 = 9.9860e-04
Validation prc-auc = 0.042749
Epoch 2463
Loss = 1.4496e-02, PNorm = 241.5587, GNorm = 1.3341, lr_0 = 9.9860e-04
Validation prc-auc = 0.057028
Epoch 2464
Loss = 7.2056e-02, PNorm = 241.6204, GNorm = 2.4687, lr_0 = 9.9859e-04
Validation prc-auc = 0.056215
Epoch 2465
Loss = 2.4466e-02, PNorm = 241.7000, GNorm = 0.8057, lr_0 = 9.9859e-04
Validation prc-auc = 0.052293
Epoch 2466
Loss = 5.3208e-02, PNorm = 241.7714, GNorm = 1.3673, lr_0 = 9.9859e-04
Validation prc-auc = 0.046211
Epoch 2467
Loss = 5.4177e-02, PNorm = 241.8435, GNorm = 0.9983, lr_0 = 9.9859e-04
Validation prc-auc = 0.049365
Epoch 2468
Loss = 1.5578e-02, PNorm = 241.9145, GNorm = 0.1121, lr_0 = 9.9859e-04
Validation prc-auc = 0.057026
Epoch 2469
Loss = 1.5799e-02, PNorm = 241.9774, GNorm = 1.1880, lr_0 = 9.9859e-04
Loss = 2.1828e-02, PNorm = 242.0235, GNorm = 0.7466, lr_0 = 9.9859e-04
Validation prc-auc = 0.057545
Epoch 2470
Loss = 3.9062e-02, PNorm = 242.0632, GNorm = 0.1326, lr_0 = 9.9859e-04
Validation prc-auc = 0.056970
Epoch 2471
Loss = 4.2045e-02, PNorm = 242.1096, GNorm = 0.3482, lr_0 = 9.9859e-04
Validation prc-auc = 0.069285
Epoch 2472
Loss = 2.6990e-02, PNorm = 242.1605, GNorm = 0.5738, lr_0 = 9.9859e-04
Validation prc-auc = 0.072077
Epoch 2473
Loss = 3.0004e-02, PNorm = 242.2137, GNorm = 0.1032, lr_0 = 9.9859e-04
Validation prc-auc = 0.067402
Epoch 2474
Loss = 3.8512e-02, PNorm = 242.2708, GNorm = 0.5461, lr_0 = 9.9859e-04
Validation prc-auc = 0.067750
Epoch 2475
Loss = 3.2090e-02, PNorm = 242.3290, GNorm = 1.9344, lr_0 = 9.9859e-04
Validation prc-auc = 0.081059
Epoch 2476
Loss = 9.0575e-03, PNorm = 242.3835, GNorm = 0.4097, lr_0 = 9.9859e-04
Validation prc-auc = 0.084165
Epoch 2477
Loss = 7.6244e-03, PNorm = 242.4247, GNorm = 0.2927, lr_0 = 9.9859e-04
Validation prc-auc = 0.088382
Epoch 2478
Loss = 7.9103e-02, PNorm = 242.4620, GNorm = 2.3330, lr_0 = 9.9858e-04
Validation prc-auc = 0.085546
Epoch 2479
Loss = 7.8087e-02, PNorm = 242.5049, GNorm = 1.4617, lr_0 = 9.9858e-04
Loss = 3.8831e-02, PNorm = 242.5492, GNorm = 1.5156, lr_0 = 9.9858e-04
Validation prc-auc = 0.087048
Epoch 2480
Loss = 4.0082e-02, PNorm = 242.6260, GNorm = 0.1392, lr_0 = 9.9858e-04
Validation prc-auc = 0.091241
Epoch 2481
Loss = 2.6740e-02, PNorm = 242.7138, GNorm = 0.2867, lr_0 = 9.9858e-04
Validation prc-auc = 0.086056
Epoch 2482
Loss = 2.6162e-02, PNorm = 242.7691, GNorm = 0.1055, lr_0 = 9.9858e-04
Validation prc-auc = 0.083775
Epoch 2483
Loss = 5.9609e-02, PNorm = 242.8092, GNorm = 2.6540, lr_0 = 9.9858e-04
Validation prc-auc = 0.075433
Epoch 2484
Loss = 7.7780e-02, PNorm = 242.8636, GNorm = 1.2432, lr_0 = 9.9858e-04
Validation prc-auc = 0.079282
Epoch 2485
Loss = 2.9930e-02, PNorm = 242.9231, GNorm = 0.3933, lr_0 = 9.9858e-04
Validation prc-auc = 0.078037
Epoch 2486
Loss = 4.3472e-02, PNorm = 242.9810, GNorm = 1.2761, lr_0 = 9.9858e-04
Validation prc-auc = 0.071551
Epoch 2487
Loss = 8.0595e-03, PNorm = 243.0397, GNorm = 0.4810, lr_0 = 9.9858e-04
Validation prc-auc = 0.073722
Epoch 2488
Loss = 2.9893e-02, PNorm = 243.1067, GNorm = 1.2338, lr_0 = 9.9858e-04
Validation prc-auc = 0.068232
Epoch 2489
Loss = 9.5599e-03, PNorm = 243.1921, GNorm = 0.2781, lr_0 = 9.9858e-04
Loss = 5.1115e-02, PNorm = 243.2576, GNorm = 1.0859, lr_0 = 9.9858e-04
Validation prc-auc = 0.074088
Epoch 2490
Loss = 1.9769e-02, PNorm = 243.3105, GNorm = 0.9218, lr_0 = 9.9858e-04
Validation prc-auc = 0.082362
Epoch 2491
Loss = 5.4089e-02, PNorm = 243.3547, GNorm = 1.9631, lr_0 = 9.9857e-04
Validation prc-auc = 0.087178
Epoch 2492
Loss = 3.2577e-02, PNorm = 243.4164, GNorm = 0.7130, lr_0 = 9.9857e-04
Validation prc-auc = 0.085772
Epoch 2493
Loss = 3.2586e-02, PNorm = 243.4659, GNorm = 0.2383, lr_0 = 9.9857e-04
Validation prc-auc = 0.090264
Epoch 2494
Loss = 6.3326e-02, PNorm = 243.5132, GNorm = 2.9606, lr_0 = 9.9857e-04
Validation prc-auc = 0.086509
Epoch 2495
Loss = 3.4523e-02, PNorm = 243.5724, GNorm = 0.7649, lr_0 = 9.9857e-04
Validation prc-auc = 0.084832
Epoch 2496
Loss = 2.2121e-02, PNorm = 243.6248, GNorm = 0.4637, lr_0 = 9.9857e-04
Validation prc-auc = 0.081493
Epoch 2497
Loss = 8.5248e-03, PNorm = 243.6744, GNorm = 0.3750, lr_0 = 9.9857e-04
Validation prc-auc = 0.077373
Epoch 2498
Loss = 8.2588e-03, PNorm = 243.7198, GNorm = 0.4912, lr_0 = 9.9857e-04
Validation prc-auc = 0.070093
Epoch 2499
Loss = 2.2450e-03, PNorm = 243.7543, GNorm = 0.0705, lr_0 = 9.9857e-04
Loss = 6.1906e-02, PNorm = 243.7851, GNorm = 1.0150, lr_0 = 9.9857e-04
Validation prc-auc = 0.061821
Epoch 2500
Loss = 2.7304e-02, PNorm = 243.8230, GNorm = 0.2962, lr_0 = 9.9857e-04
Validation prc-auc = 0.058449
Epoch 2501
Loss = 5.6884e-02, PNorm = 243.8725, GNorm = 1.5762, lr_0 = 9.9857e-04
Validation prc-auc = 0.046738
Epoch 2502
Loss = 3.6166e-02, PNorm = 243.9301, GNorm = 1.4635, lr_0 = 9.9857e-04
Validation prc-auc = 0.067272
Epoch 2503
Loss = 1.6212e-02, PNorm = 243.9829, GNorm = 0.2364, lr_0 = 9.9857e-04
Validation prc-auc = 0.075816
Epoch 2504
Loss = 1.3906e-02, PNorm = 244.0284, GNorm = 3.4789, lr_0 = 9.9856e-04
Validation prc-auc = 0.080134
Epoch 2505
Loss = 3.3464e-02, PNorm = 244.0704, GNorm = 0.1222, lr_0 = 9.9856e-04
Validation prc-auc = 0.070658
Epoch 2506
Loss = 2.0247e-02, PNorm = 244.1288, GNorm = 1.9245, lr_0 = 9.9856e-04
Validation prc-auc = 0.075157
Epoch 2507
Loss = 7.9177e-03, PNorm = 244.1794, GNorm = 0.3274, lr_0 = 9.9856e-04
Validation prc-auc = 0.074020
Epoch 2508
Loss = 1.7165e-02, PNorm = 244.2193, GNorm = 0.7062, lr_0 = 9.9856e-04
Validation prc-auc = 0.074256
Epoch 2509
Loss = 1.7798e-02, PNorm = 244.2627, GNorm = 0.6373, lr_0 = 9.9856e-04
Loss = 5.9181e-02, PNorm = 244.3099, GNorm = 2.6483, lr_0 = 9.9856e-04
Validation prc-auc = 0.072847
Epoch 2510
Loss = 5.4483e-02, PNorm = 244.3706, GNorm = 0.3034, lr_0 = 9.9856e-04
Validation prc-auc = 0.073772
Epoch 2511
Loss = 3.2081e-02, PNorm = 244.4445, GNorm = 0.2706, lr_0 = 9.9856e-04
Validation prc-auc = 0.087907
Epoch 2512
Loss = 2.5550e-02, PNorm = 244.4961, GNorm = 3.3445, lr_0 = 9.9856e-04
Validation prc-auc = 0.070170
Epoch 2513
Loss = 3.6415e-02, PNorm = 244.5460, GNorm = 0.1006, lr_0 = 9.9856e-04
Validation prc-auc = 0.067822
Epoch 2514
Loss = 2.2591e-02, PNorm = 244.5933, GNorm = 0.7023, lr_0 = 9.9856e-04
Validation prc-auc = 0.067869
Epoch 2515
Loss = 3.0440e-02, PNorm = 244.6333, GNorm = 2.4390, lr_0 = 9.9856e-04
Validation prc-auc = 0.079639
Epoch 2516
Loss = 5.0817e-02, PNorm = 244.6802, GNorm = 2.6040, lr_0 = 9.9856e-04
Validation prc-auc = 0.074478
Epoch 2517
Loss = 1.6763e-02, PNorm = 244.7440, GNorm = 0.1022, lr_0 = 9.9856e-04
Validation prc-auc = 0.072565
Epoch 2518
Loss = 6.8089e-03, PNorm = 244.8094, GNorm = 0.0574, lr_0 = 9.9855e-04
Validation prc-auc = 0.069402
Epoch 2519
Loss = 5.0920e-03, PNorm = 244.8705, GNorm = 0.2033, lr_0 = 9.9855e-04
Loss = 1.7881e-02, PNorm = 244.9215, GNorm = 0.8415, lr_0 = 9.9855e-04
Validation prc-auc = 0.069806
Epoch 2520
Loss = 6.7118e-02, PNorm = 244.9783, GNorm = 0.2549, lr_0 = 9.9855e-04
Validation prc-auc = 0.067539
Epoch 2521
Loss = 2.1299e-02, PNorm = 245.0333, GNorm = 1.1513, lr_0 = 9.9855e-04
Validation prc-auc = 0.065910
Epoch 2522
Loss = 3.1114e-02, PNorm = 245.0842, GNorm = 2.4935, lr_0 = 9.9855e-04
Validation prc-auc = 0.067688
Epoch 2523
Loss = 3.2263e-02, PNorm = 245.1363, GNorm = 0.1493, lr_0 = 9.9855e-04
Validation prc-auc = 0.065755
Epoch 2524
Loss = 5.2061e-02, PNorm = 245.1931, GNorm = 1.0426, lr_0 = 9.9855e-04
Validation prc-auc = 0.069944
Epoch 2525
Loss = 5.2665e-03, PNorm = 245.2603, GNorm = 0.0485, lr_0 = 9.9855e-04
Validation prc-auc = 0.062804
Epoch 2526
Loss = 7.4524e-03, PNorm = 245.3326, GNorm = 0.2611, lr_0 = 9.9855e-04
Validation prc-auc = 0.056356
Epoch 2527
Loss = 1.2707e-02, PNorm = 245.4001, GNorm = 0.6183, lr_0 = 9.9855e-04
Validation prc-auc = 0.051912
Epoch 2528
Loss = 2.7989e-02, PNorm = 245.4536, GNorm = 1.5191, lr_0 = 9.9855e-04
Validation prc-auc = 0.057154
Epoch 2529
Loss = 9.7934e-03, PNorm = 245.4964, GNorm = 0.4785, lr_0 = 9.9855e-04
Loss = 1.7505e-02, PNorm = 245.5335, GNorm = 0.0400, lr_0 = 9.9855e-04
Validation prc-auc = 0.061405
Epoch 2530
Loss = 1.8196e-02, PNorm = 245.5702, GNorm = 0.0448, lr_0 = 9.9854e-04
Validation prc-auc = 0.065635
Epoch 2531
Loss = 2.4182e-02, PNorm = 245.6239, GNorm = 1.3028, lr_0 = 9.9854e-04
Validation prc-auc = 0.055578
Epoch 2532
Loss = 4.7033e-02, PNorm = 245.6795, GNorm = 1.1690, lr_0 = 9.9854e-04
Validation prc-auc = 0.057837
Epoch 2533
Loss = 4.5620e-02, PNorm = 245.7373, GNorm = 6.4915, lr_0 = 9.9854e-04
Validation prc-auc = 0.051909
Epoch 2534
Loss = 1.3160e-02, PNorm = 245.8020, GNorm = 0.4889, lr_0 = 9.9854e-04
Validation prc-auc = 0.061687
Epoch 2535
Loss = 4.7511e-02, PNorm = 245.8586, GNorm = 0.1824, lr_0 = 9.9854e-04
Validation prc-auc = 0.063394
Epoch 2536
Loss = 1.4092e-01, PNorm = 245.9000, GNorm = 2.9410, lr_0 = 9.9854e-04
Validation prc-auc = 0.051978
Epoch 2537
Loss = 1.3815e-02, PNorm = 245.9578, GNorm = 0.4690, lr_0 = 9.9854e-04
Validation prc-auc = 0.051640
Epoch 2538
Loss = 1.2872e-02, PNorm = 246.0039, GNorm = 0.6839, lr_0 = 9.9854e-04
Validation prc-auc = 0.054772
Epoch 2539
Loss = 6.2987e-03, PNorm = 246.0405, GNorm = 0.1995, lr_0 = 9.9854e-04
Loss = 3.7738e-02, PNorm = 246.0814, GNorm = 1.3643, lr_0 = 9.9854e-04
Validation prc-auc = 0.048717
Epoch 2540
Loss = 1.9636e-02, PNorm = 246.1236, GNorm = 2.3085, lr_0 = 9.9854e-04
Validation prc-auc = 0.055318
Epoch 2541
Loss = 2.5957e-02, PNorm = 246.1632, GNorm = 2.2603, lr_0 = 9.9854e-04
Validation prc-auc = 0.055856
Epoch 2542
Loss = 2.8955e-02, PNorm = 246.2074, GNorm = 0.5423, lr_0 = 9.9854e-04
Validation prc-auc = 0.058308
Epoch 2543
Loss = 1.9064e-02, PNorm = 246.2474, GNorm = 0.2545, lr_0 = 9.9854e-04
Validation prc-auc = 0.061566
Epoch 2544
Loss = 8.2875e-03, PNorm = 246.2824, GNorm = 0.8319, lr_0 = 9.9853e-04
Validation prc-auc = 0.065092
Epoch 2545
Loss = 4.1036e-02, PNorm = 246.3125, GNorm = 2.0959, lr_0 = 9.9853e-04
Validation prc-auc = 0.050913
Epoch 2546
Loss = 4.6045e-02, PNorm = 246.3490, GNorm = 1.7400, lr_0 = 9.9853e-04
Validation prc-auc = 0.048379
Epoch 2547
Loss = 4.8979e-02, PNorm = 246.3951, GNorm = 0.1753, lr_0 = 9.9853e-04
Validation prc-auc = 0.051335
Epoch 2548
Loss = 1.3293e-02, PNorm = 246.4441, GNorm = 0.5812, lr_0 = 9.9853e-04
Validation prc-auc = 0.053228
Epoch 2549
Loss = 8.3884e-03, PNorm = 246.4891, GNorm = 0.1962, lr_0 = 9.9853e-04
Loss = 5.3133e-02, PNorm = 246.5335, GNorm = 1.9481, lr_0 = 9.9853e-04
Validation prc-auc = 0.051434
Epoch 2550
Loss = 3.2171e-02, PNorm = 246.5847, GNorm = 0.7612, lr_0 = 9.9853e-04
Validation prc-auc = 0.062387
Epoch 2551
Loss = 4.0836e-02, PNorm = 246.6278, GNorm = 1.3679, lr_0 = 9.9853e-04
Validation prc-auc = 0.057913
Epoch 2552
Loss = 3.6728e-02, PNorm = 246.6611, GNorm = 0.4571, lr_0 = 9.9853e-04
Validation prc-auc = 0.056894
Epoch 2553
Loss = 1.9684e-02, PNorm = 246.7050, GNorm = 0.2487, lr_0 = 9.9853e-04
Validation prc-auc = 0.051869
Epoch 2554
Loss = 2.0105e-02, PNorm = 246.7512, GNorm = 0.0821, lr_0 = 9.9853e-04
Validation prc-auc = 0.060630
Epoch 2555
Loss = 1.4605e-02, PNorm = 246.7887, GNorm = 0.8270, lr_0 = 9.9853e-04
Validation prc-auc = 0.053545
Epoch 2556
Loss = 5.6573e-03, PNorm = 246.8365, GNorm = 0.1739, lr_0 = 9.9853e-04
Validation prc-auc = 0.054522
Epoch 2557
Loss = 1.0278e-02, PNorm = 246.8835, GNorm = 0.7303, lr_0 = 9.9852e-04
Validation prc-auc = 0.063543
Epoch 2558
Loss = 5.5959e-03, PNorm = 246.9297, GNorm = 0.1419, lr_0 = 9.9852e-04
Validation prc-auc = 0.058668
Epoch 2559
Loss = 3.1159e-02, PNorm = 246.9751, GNorm = 1.4978, lr_0 = 9.9852e-04
Loss = 2.1780e-02, PNorm = 247.0169, GNorm = 0.7627, lr_0 = 9.9852e-04
Validation prc-auc = 0.061711
Epoch 2560
Loss = 3.3060e-02, PNorm = 247.0632, GNorm = 0.8413, lr_0 = 9.9852e-04
Validation prc-auc = 0.060591
Epoch 2561
Loss = 4.4532e-02, PNorm = 247.1298, GNorm = 1.0353, lr_0 = 9.9852e-04
Validation prc-auc = 0.044738
Epoch 2562
Loss = 2.0465e-02, PNorm = 247.2025, GNorm = 1.4672, lr_0 = 9.9852e-04
Validation prc-auc = 0.051979
Epoch 2563
Loss = 1.9429e-02, PNorm = 247.2644, GNorm = 0.8695, lr_0 = 9.9852e-04
Validation prc-auc = 0.059413
Epoch 2564
Loss = 4.5140e-02, PNorm = 247.3094, GNorm = 2.6873, lr_0 = 9.9852e-04
Validation prc-auc = 0.048783
Epoch 2565
Loss = 1.2593e-02, PNorm = 247.3507, GNorm = 1.0634, lr_0 = 9.9852e-04
Validation prc-auc = 0.059979
Epoch 2566
Loss = 4.9277e-03, PNorm = 247.3821, GNorm = 0.8572, lr_0 = 9.9852e-04
Validation prc-auc = 0.056706
Epoch 2567
Loss = 3.7667e-02, PNorm = 247.4183, GNorm = 0.3124, lr_0 = 9.9852e-04
Validation prc-auc = 0.056638
Epoch 2568
Loss = 1.1472e-01, PNorm = 247.4653, GNorm = 1.1469, lr_0 = 9.9852e-04
Validation prc-auc = 0.051841
Epoch 2569
Loss = 1.4228e-02, PNorm = 247.5157, GNorm = 0.8577, lr_0 = 9.9852e-04
Loss = 1.6899e-02, PNorm = 247.5652, GNorm = 0.7646, lr_0 = 9.9852e-04
Validation prc-auc = 0.041711
Epoch 2570
Loss = 4.8334e-02, PNorm = 247.6090, GNorm = 2.9517, lr_0 = 9.9851e-04
Validation prc-auc = 0.048368
Epoch 2571
Loss = 5.7266e-02, PNorm = 247.6870, GNorm = 1.9744, lr_0 = 9.9851e-04
Validation prc-auc = 0.047932
Epoch 2572
Loss = 4.8222e-02, PNorm = 247.7929, GNorm = 1.4703, lr_0 = 9.9851e-04
Validation prc-auc = 0.035961
Epoch 2573
Loss = 3.2844e-02, PNorm = 247.8707, GNorm = 2.7843, lr_0 = 9.9851e-04
Validation prc-auc = 0.035979
Epoch 2574
Loss = 5.5999e-02, PNorm = 247.9376, GNorm = 1.0716, lr_0 = 9.9851e-04
Validation prc-auc = 0.047069
Epoch 2575
Loss = 1.9809e-02, PNorm = 247.9929, GNorm = 0.6732, lr_0 = 9.9851e-04
Validation prc-auc = 0.042683
Epoch 2576
Loss = 4.2406e-02, PNorm = 248.0394, GNorm = 0.2445, lr_0 = 9.9851e-04
Validation prc-auc = 0.039429
Epoch 2577
Loss = 3.6861e-02, PNorm = 248.0880, GNorm = 0.4606, lr_0 = 9.9851e-04
Validation prc-auc = 0.043944
Epoch 2578
Loss = 2.7381e-02, PNorm = 248.1364, GNorm = 1.0005, lr_0 = 9.9851e-04
Validation prc-auc = 0.039731
Epoch 2579
Loss = 2.5061e-02, PNorm = 248.1731, GNorm = 2.3343, lr_0 = 9.9851e-04
Loss = 1.7140e-02, PNorm = 248.1999, GNorm = 0.8286, lr_0 = 9.9851e-04
Validation prc-auc = 0.041371
Epoch 2580
Loss = 3.3286e-02, PNorm = 248.2295, GNorm = 0.0870, lr_0 = 9.9851e-04
Validation prc-auc = 0.042310
Epoch 2581
Loss = 5.6950e-02, PNorm = 248.2727, GNorm = 0.6230, lr_0 = 9.9851e-04
Validation prc-auc = 0.040295
Epoch 2582
Loss = 4.8320e-02, PNorm = 248.3346, GNorm = 0.2147, lr_0 = 9.9851e-04
Validation prc-auc = 0.039129
Epoch 2583
Loss = 3.3121e-02, PNorm = 248.3849, GNorm = 0.2196, lr_0 = 9.9850e-04
Validation prc-auc = 0.035155
Epoch 2584
Loss = 3.9477e-02, PNorm = 248.4320, GNorm = 0.4360, lr_0 = 9.9850e-04
Validation prc-auc = 0.030478
Epoch 2585
Loss = 2.7362e-02, PNorm = 248.4805, GNorm = 0.1091, lr_0 = 9.9850e-04
Validation prc-auc = 0.036465
Epoch 2586
Loss = 6.6324e-02, PNorm = 248.5421, GNorm = 2.2816, lr_0 = 9.9850e-04
Validation prc-auc = 0.038195
Epoch 2587
Loss = 1.3193e-02, PNorm = 248.6027, GNorm = 0.2873, lr_0 = 9.9850e-04
Validation prc-auc = 0.043308
Epoch 2588
Loss = 6.5770e-02, PNorm = 248.6477, GNorm = 1.2197, lr_0 = 9.9850e-04
Validation prc-auc = 0.047768
Epoch 2589
Loss = 4.3715e-02, PNorm = 248.6918, GNorm = 1.5663, lr_0 = 9.9850e-04
Loss = 5.3032e-02, PNorm = 248.7482, GNorm = 0.9618, lr_0 = 9.9850e-04
Validation prc-auc = 0.046322
Epoch 2590
Loss = 5.3921e-02, PNorm = 248.8072, GNorm = 1.3929, lr_0 = 9.9850e-04
Validation prc-auc = 0.042691
Epoch 2591
Loss = 3.5653e-02, PNorm = 248.8685, GNorm = 0.2194, lr_0 = 9.9850e-04
Validation prc-auc = 0.039259
Epoch 2592
Loss = 2.3771e-02, PNorm = 248.9117, GNorm = 0.9158, lr_0 = 9.9850e-04
Validation prc-auc = 0.039892
Epoch 2593
Loss = 6.5985e-03, PNorm = 248.9407, GNorm = 0.0523, lr_0 = 9.9850e-04
Validation prc-auc = 0.053382
Epoch 2594
Loss = 6.7682e-02, PNorm = 248.9745, GNorm = 2.0336, lr_0 = 9.9850e-04
Validation prc-auc = 0.043190
Epoch 2595
Loss = 3.1809e-02, PNorm = 249.0164, GNorm = 0.1207, lr_0 = 9.9850e-04
Validation prc-auc = 0.049671
Epoch 2596
Loss = 1.8002e-02, PNorm = 249.0679, GNorm = 1.8394, lr_0 = 9.9850e-04
Validation prc-auc = 0.058465
Epoch 2597
Loss = 9.4250e-02, PNorm = 249.1226, GNorm = 3.1238, lr_0 = 9.9849e-04
Validation prc-auc = 0.054710
Epoch 2598
Loss = 8.2163e-03, PNorm = 249.1962, GNorm = 0.2157, lr_0 = 9.9849e-04
Validation prc-auc = 0.051814
Epoch 2599
Loss = 9.2253e-02, PNorm = 249.2566, GNorm = 1.0984, lr_0 = 9.9849e-04
Loss = 2.4050e-02, PNorm = 249.3174, GNorm = 0.7426, lr_0 = 9.9849e-04
Validation prc-auc = 0.053701
Epoch 2600
Loss = 2.5826e-02, PNorm = 249.3617, GNorm = 1.1053, lr_0 = 9.9849e-04
Validation prc-auc = 0.069155
Epoch 2601
Loss = 2.3221e-02, PNorm = 249.4156, GNorm = 0.0874, lr_0 = 9.9849e-04
Validation prc-auc = 0.060880
Epoch 2602
Loss = 5.6979e-02, PNorm = 249.4704, GNorm = 0.3655, lr_0 = 9.9849e-04
Validation prc-auc = 0.045667
Epoch 2603
Loss = 6.7994e-02, PNorm = 249.5257, GNorm = 1.4795, lr_0 = 9.9849e-04
Validation prc-auc = 0.039636
Epoch 2604
Loss = 1.1288e-02, PNorm = 249.5789, GNorm = 0.2897, lr_0 = 9.9849e-04
Validation prc-auc = 0.048175
Epoch 2605
Loss = 2.1195e-02, PNorm = 249.6149, GNorm = 2.2954, lr_0 = 9.9849e-04
Validation prc-auc = 0.054724
Epoch 2606
Loss = 7.0487e-03, PNorm = 249.6504, GNorm = 0.0364, lr_0 = 9.9849e-04
Validation prc-auc = 0.055987
Epoch 2607
Loss = 1.5279e-02, PNorm = 249.6816, GNorm = 0.0924, lr_0 = 9.9849e-04
Validation prc-auc = 0.066890
Epoch 2608
Loss = 7.0715e-02, PNorm = 249.7062, GNorm = 1.4264, lr_0 = 9.9849e-04
Validation prc-auc = 0.059783
Epoch 2609
Loss = 4.7274e-03, PNorm = 249.7386, GNorm = 0.1399, lr_0 = 9.9849e-04
Loss = 3.0560e-02, PNorm = 249.7760, GNorm = 1.4610, lr_0 = 9.9848e-04
Validation prc-auc = 0.052377
Epoch 2610
Loss = 2.6739e-02, PNorm = 249.8201, GNorm = 0.3735, lr_0 = 9.9848e-04
Validation prc-auc = 0.049853
Epoch 2611
Loss = 4.2650e-02, PNorm = 249.8672, GNorm = 1.9484, lr_0 = 9.9848e-04
Validation prc-auc = 0.053702
Epoch 2612
Loss = 6.1052e-02, PNorm = 249.9295, GNorm = 0.9462, lr_0 = 9.9848e-04
Validation prc-auc = 0.050726
Epoch 2613
Loss = 7.2072e-02, PNorm = 249.9964, GNorm = 0.7209, lr_0 = 9.9848e-04
Validation prc-auc = 0.060596
Epoch 2614
Loss = 3.9464e-02, PNorm = 250.0723, GNorm = 0.3022, lr_0 = 9.9848e-04
Validation prc-auc = 0.045388
Epoch 2615
Loss = 3.9372e-02, PNorm = 250.1371, GNorm = 0.0814, lr_0 = 9.9848e-04
Validation prc-auc = 0.046633
Epoch 2616
Loss = 7.9393e-02, PNorm = 250.2070, GNorm = 1.9292, lr_0 = 9.9848e-04
Validation prc-auc = 0.038012
Epoch 2617
Loss = 2.5046e-02, PNorm = 250.2760, GNorm = 1.3723, lr_0 = 9.9848e-04
Validation prc-auc = 0.033960
Epoch 2618
Loss = 1.2527e-02, PNorm = 250.3369, GNorm = 0.0899, lr_0 = 9.9848e-04
Validation prc-auc = 0.032965
Epoch 2619
Loss = 4.1159e-02, PNorm = 250.3960, GNorm = 1.1794, lr_0 = 9.9848e-04
Loss = 4.9843e-02, PNorm = 250.4568, GNorm = 0.8091, lr_0 = 9.9848e-04
Validation prc-auc = 0.032826
Epoch 2620
Loss = 4.0310e-02, PNorm = 250.5197, GNorm = 0.1576, lr_0 = 9.9848e-04
Validation prc-auc = 0.040081
Epoch 2621
Loss = 4.1579e-02, PNorm = 250.5762, GNorm = 0.3733, lr_0 = 9.9848e-04
Validation prc-auc = 0.032451
Epoch 2622
Loss = 1.2699e-02, PNorm = 250.6180, GNorm = 0.7973, lr_0 = 9.9848e-04
Validation prc-auc = 0.037164
Epoch 2623
Loss = 2.4519e-02, PNorm = 250.6599, GNorm = 0.5028, lr_0 = 9.9847e-04
Validation prc-auc = 0.046734
Epoch 2624
Loss = 3.2182e-02, PNorm = 250.7056, GNorm = 2.0193, lr_0 = 9.9847e-04
Validation prc-auc = 0.046460
Epoch 2625
Loss = 6.7997e-02, PNorm = 250.7531, GNorm = 1.5626, lr_0 = 9.9847e-04
Validation prc-auc = 0.036143
Epoch 2626
Loss = 2.2651e-02, PNorm = 250.8018, GNorm = 0.8273, lr_0 = 9.9847e-04
Validation prc-auc = 0.042404
Epoch 2627
Loss = 8.1740e-03, PNorm = 250.8477, GNorm = 0.3609, lr_0 = 9.9847e-04
Validation prc-auc = 0.046377
Epoch 2628
Loss = 8.2364e-02, PNorm = 250.8979, GNorm = 1.6949, lr_0 = 9.9847e-04
Validation prc-auc = 0.048596
Epoch 2629
Loss = 4.7644e-03, PNorm = 250.9530, GNorm = 0.1711, lr_0 = 9.9847e-04
Loss = 6.3691e-02, PNorm = 251.0151, GNorm = 1.6977, lr_0 = 9.9847e-04
Validation prc-auc = 0.047688
Epoch 2630
Loss = 2.2001e-02, PNorm = 251.0771, GNorm = 0.5322, lr_0 = 9.9847e-04
Validation prc-auc = 0.049424
Epoch 2631
Loss = 2.7661e-02, PNorm = 251.1204, GNorm = 0.2197, lr_0 = 9.9847e-04
Validation prc-auc = 0.050246
Epoch 2632
Loss = 4.4293e-02, PNorm = 251.1529, GNorm = 1.4792, lr_0 = 9.9847e-04
Validation prc-auc = 0.052271
Epoch 2633
Loss = 2.1495e-02, PNorm = 251.1930, GNorm = 0.2510, lr_0 = 9.9847e-04
Validation prc-auc = 0.047175
Epoch 2634
Loss = 3.5421e-02, PNorm = 251.2320, GNorm = 1.4043, lr_0 = 9.9847e-04
Validation prc-auc = 0.056418
Epoch 2635
Loss = 4.0941e-02, PNorm = 251.2756, GNorm = 0.5223, lr_0 = 9.9847e-04
Validation prc-auc = 0.052256
Epoch 2636
Loss = 3.9907e-02, PNorm = 251.3352, GNorm = 0.5281, lr_0 = 9.9847e-04
Validation prc-auc = 0.058237
Epoch 2637
Loss = 4.1444e-02, PNorm = 251.4137, GNorm = 0.2663, lr_0 = 9.9846e-04
Validation prc-auc = 0.049592
Epoch 2638
Loss = 2.0986e-02, PNorm = 251.4795, GNorm = 0.6717, lr_0 = 9.9846e-04
Validation prc-auc = 0.049660
Epoch 2639
Loss = 1.5753e-02, PNorm = 251.5402, GNorm = 0.8382, lr_0 = 9.9846e-04
Loss = 5.5738e-02, PNorm = 251.5943, GNorm = 0.4276, lr_0 = 9.9846e-04
Validation prc-auc = 0.044329
Epoch 2640
Loss = 1.9767e-02, PNorm = 251.6559, GNorm = 0.8216, lr_0 = 9.9846e-04
Validation prc-auc = 0.048401
Epoch 2641
Loss = 1.8061e-02, PNorm = 251.7162, GNorm = 0.0594, lr_0 = 9.9846e-04
Validation prc-auc = 0.059036
Epoch 2642
Loss = 3.5705e-02, PNorm = 251.7598, GNorm = 3.0338, lr_0 = 9.9846e-04
Validation prc-auc = 0.068737
Epoch 2643
Loss = 4.0986e-02, PNorm = 251.8165, GNorm = 0.1547, lr_0 = 9.9846e-04
Validation prc-auc = 0.059283
Epoch 2644
Loss = 7.9959e-02, PNorm = 251.8751, GNorm = 0.8787, lr_0 = 9.9846e-04
Validation prc-auc = 0.049050
Epoch 2645
Loss = 5.1292e-02, PNorm = 251.9272, GNorm = 0.8270, lr_0 = 9.9846e-04
Validation prc-auc = 0.051311
Epoch 2646
Loss = 8.0209e-02, PNorm = 251.9761, GNorm = 1.1229, lr_0 = 9.9846e-04
Validation prc-auc = 0.053231
Epoch 2647
Loss = 7.5177e-03, PNorm = 252.0268, GNorm = 0.1310, lr_0 = 9.9846e-04
Validation prc-auc = 0.050859
Epoch 2648
Loss = 2.7728e-02, PNorm = 252.0700, GNorm = 1.2974, lr_0 = 9.9846e-04
Validation prc-auc = 0.057159
Epoch 2649
Loss = 1.5650e-02, PNorm = 252.1094, GNorm = 0.9116, lr_0 = 9.9846e-04
Loss = 1.5738e-02, PNorm = 252.1410, GNorm = 1.8024, lr_0 = 9.9845e-04
Validation prc-auc = 0.067380
Epoch 2650
Loss = 2.2230e-02, PNorm = 252.1839, GNorm = 1.6744, lr_0 = 9.9845e-04
Validation prc-auc = 0.066351
Epoch 2651
Loss = 9.6503e-02, PNorm = 252.2441, GNorm = 2.5704, lr_0 = 9.9845e-04
Validation prc-auc = 0.062877
Epoch 2652
Loss = 3.6204e-02, PNorm = 252.3110, GNorm = 1.6219, lr_0 = 9.9845e-04
Validation prc-auc = 0.064387
Epoch 2653
Loss = 5.1667e-02, PNorm = 252.3754, GNorm = 1.0807, lr_0 = 9.9845e-04
Validation prc-auc = 0.065060
Epoch 2654
Loss = 2.4277e-02, PNorm = 252.4348, GNorm = 0.8616, lr_0 = 9.9845e-04
Validation prc-auc = 0.065480
Epoch 2655
Loss = 3.8924e-02, PNorm = 252.4768, GNorm = 1.7997, lr_0 = 9.9845e-04
Validation prc-auc = 0.069448
Epoch 2656
Loss = 3.9051e-02, PNorm = 252.5156, GNorm = 0.4331, lr_0 = 9.9845e-04
Validation prc-auc = 0.071690
Epoch 2657
Loss = 4.5110e-02, PNorm = 252.5612, GNorm = 0.3862, lr_0 = 9.9845e-04
Validation prc-auc = 0.058683
Epoch 2658
Loss = 9.6747e-03, PNorm = 252.6053, GNorm = 1.2023, lr_0 = 9.9845e-04
Validation prc-auc = 0.053954
Epoch 2659
Loss = 4.6610e-03, PNorm = 252.6369, GNorm = 0.1791, lr_0 = 9.9845e-04
Loss = 1.3314e-02, PNorm = 252.6657, GNorm = 0.2610, lr_0 = 9.9845e-04
Validation prc-auc = 0.048162
Epoch 2660
Loss = 4.0925e-02, PNorm = 252.7002, GNorm = 1.1299, lr_0 = 9.9845e-04
Validation prc-auc = 0.051115
Epoch 2661
Loss = 4.3198e-02, PNorm = 252.7584, GNorm = 0.3448, lr_0 = 9.9845e-04
Validation prc-auc = 0.055663
Epoch 2662
Loss = 3.6994e-02, PNorm = 252.8149, GNorm = 0.4119, lr_0 = 9.9845e-04
Validation prc-auc = 0.058305
Epoch 2663
Loss = 3.7062e-02, PNorm = 252.8755, GNorm = 2.2141, lr_0 = 9.9844e-04
Validation prc-auc = 0.057050
Epoch 2664
Loss = 2.4206e-02, PNorm = 252.9301, GNorm = 0.2762, lr_0 = 9.9844e-04
Validation prc-auc = 0.061734
Epoch 2665
Loss = 3.3090e-02, PNorm = 252.9774, GNorm = 0.0703, lr_0 = 9.9844e-04
Validation prc-auc = 0.059430
Epoch 2666
Loss = 1.7624e-02, PNorm = 253.0204, GNorm = 0.6645, lr_0 = 9.9844e-04
Validation prc-auc = 0.060519
Epoch 2667
Loss = 4.2513e-02, PNorm = 253.0612, GNorm = 0.2628, lr_0 = 9.9844e-04
Validation prc-auc = 0.067011
Epoch 2668
Loss = 4.2207e-03, PNorm = 253.0936, GNorm = 0.1347, lr_0 = 9.9844e-04
Validation prc-auc = 0.058542
Epoch 2669
Loss = 4.3121e-03, PNorm = 253.1210, GNorm = 0.2653, lr_0 = 9.9844e-04
Loss = 2.7866e-02, PNorm = 253.1506, GNorm = 0.0936, lr_0 = 9.9844e-04
Validation prc-auc = 0.063382
Epoch 2670
Loss = 6.0111e-02, PNorm = 253.1912, GNorm = 2.9877, lr_0 = 9.9844e-04
Validation prc-auc = 0.058648
Epoch 2671
Loss = 1.5905e-02, PNorm = 253.2596, GNorm = 0.3532, lr_0 = 9.9844e-04
Validation prc-auc = 0.063131
Epoch 2672
Loss = 1.6251e-02, PNorm = 253.3214, GNorm = 0.2801, lr_0 = 9.9844e-04
Validation prc-auc = 0.056978
Epoch 2673
Loss = 2.0912e-02, PNorm = 253.3734, GNorm = 1.1620, lr_0 = 9.9844e-04
Validation prc-auc = 0.064302
Epoch 2674
Loss = 2.0155e-02, PNorm = 253.4194, GNorm = 0.9944, lr_0 = 9.9844e-04
Validation prc-auc = 0.056818
Epoch 2675
Loss = 6.6554e-02, PNorm = 253.4656, GNorm = 0.6808, lr_0 = 9.9844e-04
Validation prc-auc = 0.056890
Epoch 2676
Loss = 6.0918e-02, PNorm = 253.5195, GNorm = 0.4605, lr_0 = 9.9843e-04
Validation prc-auc = 0.044061
Epoch 2677
Loss = 9.1552e-03, PNorm = 253.5779, GNorm = 0.2341, lr_0 = 9.9843e-04
Validation prc-auc = 0.047858
Epoch 2678
Loss = 1.1570e-02, PNorm = 253.6193, GNorm = 0.2739, lr_0 = 9.9843e-04
Validation prc-auc = 0.045351
Epoch 2679
Loss = 5.2646e-03, PNorm = 253.6565, GNorm = 0.1653, lr_0 = 9.9843e-04
Loss = 2.5684e-02, PNorm = 253.6952, GNorm = 0.1239, lr_0 = 9.9843e-04
Validation prc-auc = 0.049527
Epoch 2680
Loss = 3.8219e-02, PNorm = 253.7425, GNorm = 0.7086, lr_0 = 9.9843e-04
Validation prc-auc = 0.049940
Epoch 2681
Loss = 2.8295e-02, PNorm = 253.7851, GNorm = 0.5247, lr_0 = 9.9843e-04
Validation prc-auc = 0.048954
Epoch 2682
Loss = 3.4411e-02, PNorm = 253.8202, GNorm = 1.5422, lr_0 = 9.9843e-04
Validation prc-auc = 0.053323
Epoch 2683
Loss = 3.2981e-02, PNorm = 253.8609, GNorm = 0.1692, lr_0 = 9.9843e-04
Validation prc-auc = 0.048742
Epoch 2684
Loss = 5.8192e-02, PNorm = 253.9195, GNorm = 0.1532, lr_0 = 9.9843e-04
Validation prc-auc = 0.044772
Epoch 2685
Loss = 3.0226e-02, PNorm = 253.9829, GNorm = 0.3551, lr_0 = 9.9843e-04
Validation prc-auc = 0.049190
Epoch 2686
Loss = 2.1532e-02, PNorm = 254.0494, GNorm = 0.3835, lr_0 = 9.9843e-04
Validation prc-auc = 0.044841
Epoch 2687
Loss = 9.5958e-03, PNorm = 254.0984, GNorm = 0.2343, lr_0 = 9.9843e-04
Validation prc-auc = 0.047726
Epoch 2688
Loss = 3.1262e-02, PNorm = 254.1353, GNorm = 1.2605, lr_0 = 9.9843e-04
Validation prc-auc = 0.046140
Epoch 2689
Loss = 6.0683e-03, PNorm = 254.1699, GNorm = 0.2017, lr_0 = 9.9843e-04
Loss = 1.3702e-02, PNorm = 254.1993, GNorm = 0.0277, lr_0 = 9.9842e-04
Validation prc-auc = 0.056377
Epoch 2690
Loss = 5.1053e-02, PNorm = 254.2369, GNorm = 0.8418, lr_0 = 9.9842e-04
Validation prc-auc = 0.052776
Epoch 2691
Loss = 2.4939e-02, PNorm = 254.3016, GNorm = 0.1331, lr_0 = 9.9842e-04
Validation prc-auc = 0.053195
Epoch 2692
Loss = 2.5733e-02, PNorm = 254.3569, GNorm = 0.0422, lr_0 = 9.9842e-04
Validation prc-auc = 0.052392
Epoch 2693
Loss = 2.4566e-02, PNorm = 254.4023, GNorm = 0.5851, lr_0 = 9.9842e-04
Validation prc-auc = 0.051278
Epoch 2694
Loss = 4.7606e-03, PNorm = 254.4331, GNorm = 0.1367, lr_0 = 9.9842e-04
Validation prc-auc = 0.048913
Epoch 2695
Loss = 8.1423e-02, PNorm = 254.4706, GNorm = 1.4540, lr_0 = 9.9842e-04
Validation prc-auc = 0.047939
Epoch 2696
Loss = 6.9849e-02, PNorm = 254.5149, GNorm = 0.4724, lr_0 = 9.9842e-04
Validation prc-auc = 0.041764
Epoch 2697
Loss = 8.6849e-03, PNorm = 254.5491, GNorm = 0.5308, lr_0 = 9.9842e-04
Validation prc-auc = 0.049166
Epoch 2698
Loss = 2.9401e-03, PNorm = 254.5865, GNorm = 0.1174, lr_0 = 9.9842e-04
Validation prc-auc = 0.049185
Epoch 2699
Loss = 9.9192e-02, PNorm = 254.6153, GNorm = 2.8585, lr_0 = 9.9842e-04
Loss = 1.9568e-02, PNorm = 254.6591, GNorm = 0.5448, lr_0 = 9.9842e-04
Validation prc-auc = 0.053925
Epoch 2700
Loss = 2.9152e-02, PNorm = 254.6916, GNorm = 0.2676, lr_0 = 9.9842e-04
Validation prc-auc = 0.049152
Epoch 2701
Loss = 3.6425e-02, PNorm = 254.7497, GNorm = 0.2243, lr_0 = 9.9842e-04
Validation prc-auc = 0.055481
Epoch 2702
Loss = 5.7097e-02, PNorm = 254.8112, GNorm = 1.6581, lr_0 = 9.9841e-04
Validation prc-auc = 0.059186
Epoch 2703
Loss = 2.1214e-02, PNorm = 254.8796, GNorm = 0.2679, lr_0 = 9.9841e-04
Validation prc-auc = 0.048728
Epoch 2704
Loss = 2.5791e-02, PNorm = 254.9313, GNorm = 0.2089, lr_0 = 9.9841e-04
Validation prc-auc = 0.046675
Epoch 2705
Loss = 8.6175e-03, PNorm = 254.9597, GNorm = 0.0906, lr_0 = 9.9841e-04
Validation prc-auc = 0.050769
Epoch 2706
Loss = 5.9480e-02, PNorm = 254.9743, GNorm = 2.1412, lr_0 = 9.9841e-04
Validation prc-auc = 0.046171
Epoch 2707
Loss = 7.1205e-02, PNorm = 255.0039, GNorm = 2.2237, lr_0 = 9.9841e-04
Validation prc-auc = 0.040219
Epoch 2708
Loss = 2.9493e-02, PNorm = 255.0364, GNorm = 0.2561, lr_0 = 9.9841e-04
Validation prc-auc = 0.046074
Epoch 2709
Loss = 4.2906e-03, PNorm = 255.0784, GNorm = 0.2613, lr_0 = 9.9841e-04
Loss = 6.2969e-03, PNorm = 255.1131, GNorm = 0.1196, lr_0 = 9.9841e-04
Validation prc-auc = 0.050350
Epoch 2710
Loss = 1.2846e-02, PNorm = 255.1391, GNorm = 4.0965, lr_0 = 9.9841e-04
Validation prc-auc = 0.050344
Epoch 2711
Loss = 3.7969e-02, PNorm = 255.1753, GNorm = 0.9507, lr_0 = 9.9841e-04
Validation prc-auc = 0.039403
Epoch 2712
Loss = 4.3405e-02, PNorm = 255.2274, GNorm = 0.1721, lr_0 = 9.9841e-04
Validation prc-auc = 0.031500
Epoch 2713
Loss = 3.3601e-02, PNorm = 255.2920, GNorm = 1.4974, lr_0 = 9.9841e-04
Validation prc-auc = 0.034897
Epoch 2714
Loss = 3.9494e-02, PNorm = 255.3549, GNorm = 0.4375, lr_0 = 9.9841e-04
Validation prc-auc = 0.035286
Epoch 2715
Loss = 1.2728e-02, PNorm = 255.4118, GNorm = 0.5488, lr_0 = 9.9841e-04
Validation prc-auc = 0.035986
Epoch 2716
Loss = 3.8911e-02, PNorm = 255.4462, GNorm = 1.4710, lr_0 = 9.9840e-04
Validation prc-auc = 0.035771
Epoch 2717
Loss = 2.0888e-02, PNorm = 255.4855, GNorm = 0.4317, lr_0 = 9.9840e-04
Validation prc-auc = 0.041844
Epoch 2718
Loss = 8.4650e-03, PNorm = 255.5408, GNorm = 0.2758, lr_0 = 9.9840e-04
Validation prc-auc = 0.048865
Epoch 2719
Loss = 3.6752e-03, PNorm = 255.5953, GNorm = 0.1180, lr_0 = 9.9840e-04
Loss = 2.2002e-02, PNorm = 255.6494, GNorm = 0.0794, lr_0 = 9.9840e-04
Validation prc-auc = 0.048040
Epoch 2720
Loss = 1.0223e-02, PNorm = 255.6880, GNorm = 0.0710, lr_0 = 9.9840e-04
Validation prc-auc = 0.047165
Epoch 2721
Loss = 3.6377e-02, PNorm = 255.7375, GNorm = 0.1191, lr_0 = 9.9840e-04
Validation prc-auc = 0.039365
Epoch 2722
Loss = 2.1050e-02, PNorm = 255.7918, GNorm = 0.6403, lr_0 = 9.9840e-04
Validation prc-auc = 0.038085
Epoch 2723
Loss = 1.0097e-02, PNorm = 255.8380, GNorm = 1.2851, lr_0 = 9.9840e-04
Validation prc-auc = 0.041926
Epoch 2724
Loss = 2.8262e-03, PNorm = 255.8681, GNorm = 0.2247, lr_0 = 9.9840e-04
Validation prc-auc = 0.050312
Epoch 2725
Loss = 4.1158e-02, PNorm = 255.8877, GNorm = 0.3455, lr_0 = 9.9840e-04
Validation prc-auc = 0.047828
Epoch 2726
Loss = 1.2569e-02, PNorm = 255.9244, GNorm = 0.7538, lr_0 = 9.9840e-04
Validation prc-auc = 0.051464
Epoch 2727
Loss = 1.3231e-02, PNorm = 255.9687, GNorm = 0.5910, lr_0 = 9.9840e-04
Validation prc-auc = 0.040308
Epoch 2728
Loss = 8.0516e-02, PNorm = 256.0209, GNorm = 1.8744, lr_0 = 9.9840e-04
Validation prc-auc = 0.041538
Epoch 2729
Loss = 4.0813e-02, PNorm = 256.0748, GNorm = 2.0874, lr_0 = 9.9839e-04
Loss = 2.0160e-02, PNorm = 256.1224, GNorm = 0.2282, lr_0 = 9.9839e-04
Validation prc-auc = 0.041288
Epoch 2730
Loss = 1.2491e-02, PNorm = 256.1587, GNorm = 0.1700, lr_0 = 9.9839e-04
Validation prc-auc = 0.041840
Epoch 2731
Loss = 2.2703e-02, PNorm = 256.1950, GNorm = 0.2701, lr_0 = 9.9839e-04
Validation prc-auc = 0.046923
Epoch 2732
Loss = 4.0993e-03, PNorm = 256.2213, GNorm = 0.2765, lr_0 = 9.9839e-04
Validation prc-auc = 0.049410
Epoch 2733
Loss = 5.5029e-02, PNorm = 256.2456, GNorm = 0.3436, lr_0 = 9.9839e-04
Validation prc-auc = 0.042821
Epoch 2734
Loss = 3.4285e-02, PNorm = 256.2936, GNorm = 0.3469, lr_0 = 9.9839e-04
Validation prc-auc = 0.047031
Epoch 2735
Loss = 3.4684e-02, PNorm = 256.3331, GNorm = 1.3985, lr_0 = 9.9839e-04
Validation prc-auc = 0.045927
Epoch 2736
Loss = 5.5441e-02, PNorm = 256.3667, GNorm = 1.7600, lr_0 = 9.9839e-04
Validation prc-auc = 0.043533
Epoch 2737
Loss = 7.4156e-03, PNorm = 256.4040, GNorm = 0.3267, lr_0 = 9.9839e-04
Validation prc-auc = 0.042433
Epoch 2738
Loss = 3.4681e-02, PNorm = 256.4390, GNorm = 2.0839, lr_0 = 9.9839e-04
Validation prc-auc = 0.039133
Epoch 2739
Loss = 2.2668e-02, PNorm = 256.4802, GNorm = 0.9530, lr_0 = 9.9839e-04
Loss = 4.4596e-02, PNorm = 256.5280, GNorm = 0.1256, lr_0 = 9.9839e-04
Validation prc-auc = 0.034691
Epoch 2740
Loss = 9.5085e-03, PNorm = 256.5710, GNorm = 0.2661, lr_0 = 9.9839e-04
Validation prc-auc = 0.035096
Epoch 2741
Loss = 3.4897e-02, PNorm = 256.6114, GNorm = 1.3209, lr_0 = 9.9839e-04
Validation prc-auc = 0.035092
Epoch 2742
Loss = 2.5297e-02, PNorm = 256.6629, GNorm = 0.0351, lr_0 = 9.9838e-04
Validation prc-auc = 0.039152
Epoch 2743
Loss = 5.9510e-02, PNorm = 256.7146, GNorm = 1.4587, lr_0 = 9.9838e-04
Validation prc-auc = 0.047773
Epoch 2744
Loss = 2.2744e-02, PNorm = 256.7659, GNorm = 0.1122, lr_0 = 9.9838e-04
Validation prc-auc = 0.045180
Epoch 2745
Loss = 3.4645e-02, PNorm = 256.8073, GNorm = 0.6429, lr_0 = 9.9838e-04
Validation prc-auc = 0.042182
Epoch 2746
Loss = 1.5186e-02, PNorm = 256.8415, GNorm = 2.5835, lr_0 = 9.9838e-04
Validation prc-auc = 0.041524
Epoch 2747
Loss = 1.3258e-02, PNorm = 256.8685, GNorm = 0.1734, lr_0 = 9.9838e-04
Validation prc-auc = 0.039459
Epoch 2748
Loss = 5.2719e-03, PNorm = 256.8984, GNorm = 0.0407, lr_0 = 9.9838e-04
Validation prc-auc = 0.039040
Epoch 2749
Loss = 1.8222e-02, PNorm = 256.9364, GNorm = 0.5789, lr_0 = 9.9838e-04
Loss = 3.5914e-02, PNorm = 256.9784, GNorm = 0.7183, lr_0 = 9.9838e-04
Validation prc-auc = 0.038757
Epoch 2750
Loss = 4.5704e-02, PNorm = 257.0438, GNorm = 0.0584, lr_0 = 9.9838e-04
Validation prc-auc = 0.058736
Epoch 2751
Loss = 3.1098e-02, PNorm = 257.1180, GNorm = 0.1594, lr_0 = 9.9838e-04
Validation prc-auc = 0.047948
Epoch 2752
Loss = 5.3325e-02, PNorm = 257.1664, GNorm = 2.6741, lr_0 = 9.9838e-04
Validation prc-auc = 0.045151
Epoch 2753
Loss = 2.0952e-02, PNorm = 257.2105, GNorm = 0.1484, lr_0 = 9.9838e-04
Validation prc-auc = 0.045310
Epoch 2754
Loss = 7.4026e-02, PNorm = 257.2612, GNorm = 0.8737, lr_0 = 9.9838e-04
Validation prc-auc = 0.038433
Epoch 2755
Loss = 2.8320e-02, PNorm = 257.3242, GNorm = 1.1862, lr_0 = 9.9838e-04
Validation prc-auc = 0.033602
Epoch 2756
Loss = 8.5711e-02, PNorm = 257.3920, GNorm = 0.2657, lr_0 = 9.9837e-04
Validation prc-auc = 0.036467
Epoch 2757
Loss = 1.4610e-02, PNorm = 257.4557, GNorm = 0.2909, lr_0 = 9.9837e-04
Validation prc-auc = 0.047745
Epoch 2758
Loss = 1.6795e-02, PNorm = 257.4990, GNorm = 0.0538, lr_0 = 9.9837e-04
Validation prc-auc = 0.047115
Epoch 2759
Loss = 2.4537e-03, PNorm = 257.5493, GNorm = 0.0884, lr_0 = 9.9837e-04
Loss = 1.4521e-02, PNorm = 257.5993, GNorm = 0.3177, lr_0 = 9.9837e-04
Validation prc-auc = 0.040195
Epoch 2760
Loss = 2.4275e-02, PNorm = 257.6376, GNorm = 0.1251, lr_0 = 9.9837e-04
Validation prc-auc = 0.037488
Epoch 2761
Loss = 3.1191e-02, PNorm = 257.6770, GNorm = 0.1352, lr_0 = 9.9837e-04
Validation prc-auc = 0.038595
Epoch 2762
Loss = 3.9800e-02, PNorm = 257.7236, GNorm = 2.3988, lr_0 = 9.9837e-04
Validation prc-auc = 0.034273
Epoch 2763
Loss = 3.1503e-02, PNorm = 257.7733, GNorm = 1.5520, lr_0 = 9.9837e-04
Validation prc-auc = 0.039762
Epoch 2764
Loss = 4.6239e-02, PNorm = 257.8162, GNorm = 0.9880, lr_0 = 9.9837e-04
Validation prc-auc = 0.030381
Epoch 2765
Loss = 4.2887e-02, PNorm = 257.8623, GNorm = 0.4558, lr_0 = 9.9837e-04
Validation prc-auc = 0.029337
Epoch 2766
Loss = 2.7411e-02, PNorm = 257.9131, GNorm = 0.6963, lr_0 = 9.9837e-04
Validation prc-auc = 0.029729
Epoch 2767
Loss = 2.8159e-02, PNorm = 257.9615, GNorm = 0.1268, lr_0 = 9.9837e-04
Validation prc-auc = 0.031889
Epoch 2768
Loss = 2.9886e-02, PNorm = 258.0041, GNorm = 1.7862, lr_0 = 9.9837e-04
Validation prc-auc = 0.033530
Epoch 2769
Loss = 8.2542e-03, PNorm = 258.0458, GNorm = 0.4053, lr_0 = 9.9836e-04
Loss = 2.7562e-02, PNorm = 258.0949, GNorm = 0.1932, lr_0 = 9.9836e-04
Validation prc-auc = 0.033170
Epoch 2770
Loss = 3.5931e-02, PNorm = 258.1316, GNorm = 0.1584, lr_0 = 9.9836e-04
Validation prc-auc = 0.030882
Epoch 2771
Loss = 2.5113e-02, PNorm = 258.1715, GNorm = 1.1771, lr_0 = 9.9836e-04
Validation prc-auc = 0.034632
Epoch 2772
Loss = 3.7264e-02, PNorm = 258.2257, GNorm = 1.2862, lr_0 = 9.9836e-04
Validation prc-auc = 0.030605
Epoch 2773
Loss = 1.6293e-02, PNorm = 258.2815, GNorm = 0.5888, lr_0 = 9.9836e-04
Validation prc-auc = 0.028126
Epoch 2774
Loss = 1.4328e-02, PNorm = 258.3271, GNorm = 0.3809, lr_0 = 9.9836e-04
Validation prc-auc = 0.036771
Epoch 2775
Loss = 6.9352e-02, PNorm = 258.3641, GNorm = 2.6311, lr_0 = 9.9836e-04
Validation prc-auc = 0.037248
Epoch 2776
Loss = 8.1044e-03, PNorm = 258.4335, GNorm = 0.1786, lr_0 = 9.9836e-04
Validation prc-auc = 0.039390
Epoch 2777
Loss = 3.1991e-02, PNorm = 258.4967, GNorm = 1.5445, lr_0 = 9.9836e-04
Validation prc-auc = 0.032407
Epoch 2778
Loss = 6.2600e-03, PNorm = 258.5479, GNorm = 0.3082, lr_0 = 9.9836e-04
Validation prc-auc = 0.040683
Epoch 2779
Loss = 1.0215e-01, PNorm = 258.5966, GNorm = 2.4442, lr_0 = 9.9836e-04
Loss = 3.1105e-02, PNorm = 258.6411, GNorm = 0.1690, lr_0 = 9.9836e-04
Validation prc-auc = 0.036938
Epoch 2780
Loss = 2.1704e-02, PNorm = 258.6818, GNorm = 0.1530, lr_0 = 9.9836e-04
Validation prc-auc = 0.027297
Epoch 2781
Loss = 4.4102e-02, PNorm = 258.7167, GNorm = 1.2478, lr_0 = 9.9836e-04
Validation prc-auc = 0.030638
Epoch 2782
Loss = 2.0875e-02, PNorm = 258.7595, GNorm = 0.4622, lr_0 = 9.9835e-04
Validation prc-auc = 0.042043
Epoch 2783
Loss = 4.1939e-02, PNorm = 258.8061, GNorm = 1.1439, lr_0 = 9.9835e-04
Validation prc-auc = 0.047113
Epoch 2784
Loss = 3.1083e-02, PNorm = 258.8580, GNorm = 1.3426, lr_0 = 9.9835e-04
Validation prc-auc = 0.035179
Epoch 2785
Loss = 4.7415e-02, PNorm = 258.9259, GNorm = 0.0569, lr_0 = 9.9835e-04
Validation prc-auc = 0.019821
Epoch 2786
Loss = 8.5711e-03, PNorm = 258.9769, GNorm = 0.7740, lr_0 = 9.9835e-04
Validation prc-auc = 0.021074
Epoch 2787
Loss = 6.8733e-02, PNorm = 259.0196, GNorm = 1.7511, lr_0 = 9.9835e-04
Validation prc-auc = 0.021565
Epoch 2788
Loss = 5.8456e-02, PNorm = 259.0685, GNorm = 1.6603, lr_0 = 9.9835e-04
Validation prc-auc = 0.028579
Epoch 2789
Loss = 1.9182e-02, PNorm = 259.1213, GNorm = 0.7671, lr_0 = 9.9835e-04
Loss = 3.9524e-02, PNorm = 259.1717, GNorm = 1.1276, lr_0 = 9.9835e-04
Validation prc-auc = 0.047974
Epoch 2790
Loss = 3.4015e-02, PNorm = 259.2268, GNorm = 1.2162, lr_0 = 9.9835e-04
Validation prc-auc = 0.039582
Epoch 2791
Loss = 4.6263e-02, PNorm = 259.2933, GNorm = 1.6276, lr_0 = 9.9835e-04
Validation prc-auc = 0.034003
Epoch 2792
Loss = 3.3017e-02, PNorm = 259.3556, GNorm = 1.4770, lr_0 = 9.9835e-04
Validation prc-auc = 0.032625
Epoch 2793
Loss = 6.0829e-02, PNorm = 259.4125, GNorm = 0.7945, lr_0 = 9.9835e-04
Validation prc-auc = 0.024556
Epoch 2794
Loss = 4.0309e-02, PNorm = 259.4661, GNorm = 0.6081, lr_0 = 9.9835e-04
Validation prc-auc = 0.035151
Epoch 2795
Loss = 1.6978e-02, PNorm = 259.5207, GNorm = 0.2966, lr_0 = 9.9834e-04
Validation prc-auc = 0.031397
Epoch 2796
Loss = 4.0998e-02, PNorm = 259.5656, GNorm = 1.3391, lr_0 = 9.9834e-04
Validation prc-auc = 0.035811
Epoch 2797
Loss = 3.7663e-02, PNorm = 259.6170, GNorm = 1.5732, lr_0 = 9.9834e-04
Validation prc-auc = 0.039543
Epoch 2798
Loss = 6.3654e-02, PNorm = 259.6634, GNorm = 0.4486, lr_0 = 9.9834e-04
Validation prc-auc = 0.035428
Epoch 2799
Loss = 3.4178e-03, PNorm = 259.7010, GNorm = 0.1376, lr_0 = 9.9834e-04
Loss = 1.5342e-02, PNorm = 259.7350, GNorm = 0.0971, lr_0 = 9.9834e-04
Validation prc-auc = 0.040390
Epoch 2800
Loss = 3.5831e-02, PNorm = 259.7674, GNorm = 0.1931, lr_0 = 9.9834e-04
Validation prc-auc = 0.034804
Epoch 2801
Loss = 3.6184e-02, PNorm = 259.7921, GNorm = 0.7688, lr_0 = 9.9834e-04
Validation prc-auc = 0.034022
Epoch 2802
Loss = 3.6564e-02, PNorm = 259.8179, GNorm = 0.6792, lr_0 = 9.9834e-04
Validation prc-auc = 0.038384
Epoch 2803
Loss = 4.3499e-02, PNorm = 259.8583, GNorm = 0.9733, lr_0 = 9.9834e-04
Validation prc-auc = 0.045181
Epoch 2804
Loss = 3.7999e-02, PNorm = 259.9025, GNorm = 0.0707, lr_0 = 9.9834e-04
Validation prc-auc = 0.034138
Epoch 2805
Loss = 2.8816e-02, PNorm = 259.9441, GNorm = 0.2558, lr_0 = 9.9834e-04
Validation prc-auc = 0.032093
Epoch 2806
Loss = 1.0822e-02, PNorm = 259.9895, GNorm = 0.2244, lr_0 = 9.9834e-04
Validation prc-auc = 0.039412
Epoch 2807
Loss = 1.4144e-02, PNorm = 260.0246, GNorm = 0.2596, lr_0 = 9.9834e-04
Validation prc-auc = 0.039930
Epoch 2808
Loss = 4.6405e-02, PNorm = 260.0600, GNorm = 2.0251, lr_0 = 9.9834e-04
Validation prc-auc = 0.045763
Epoch 2809
Loss = 5.8349e-02, PNorm = 260.1078, GNorm = 1.4307, lr_0 = 9.9833e-04
Loss = 3.0116e-02, PNorm = 260.1519, GNorm = 0.1328, lr_0 = 9.9833e-04
Validation prc-auc = 0.038002
Epoch 2810
Loss = 1.1760e-02, PNorm = 260.1921, GNorm = 0.0540, lr_0 = 9.9833e-04
Validation prc-auc = 0.040144
Epoch 2811
Loss = 1.1756e-02, PNorm = 260.2282, GNorm = 0.4014, lr_0 = 9.9833e-04
Validation prc-auc = 0.041716
Epoch 2812
Loss = 2.3285e-02, PNorm = 260.2668, GNorm = 0.2183, lr_0 = 9.9833e-04
Validation prc-auc = 0.040986
Epoch 2813
Loss = 3.6716e-02, PNorm = 260.3022, GNorm = 0.3281, lr_0 = 9.9833e-04
Validation prc-auc = 0.038227
Epoch 2814
Loss = 5.4916e-02, PNorm = 260.3459, GNorm = 1.3061, lr_0 = 9.9833e-04
Validation prc-auc = 0.043853
Epoch 2815
Loss = 3.6351e-02, PNorm = 260.4053, GNorm = 0.0915, lr_0 = 9.9833e-04
Validation prc-auc = 0.036807
Epoch 2816
Loss = 1.6102e-02, PNorm = 260.4556, GNorm = 0.1180, lr_0 = 9.9833e-04
Validation prc-auc = 0.049746
Epoch 2817
Loss = 9.4642e-02, PNorm = 260.4960, GNorm = 1.8360, lr_0 = 9.9833e-04
Validation prc-auc = 0.052263
Epoch 2818
Loss = 1.0563e-02, PNorm = 260.5429, GNorm = 0.3884, lr_0 = 9.9833e-04
Validation prc-auc = 0.045921
Epoch 2819
Loss = 1.7951e-02, PNorm = 260.5930, GNorm = 0.4935, lr_0 = 9.9833e-04
Loss = 5.8644e-02, PNorm = 260.6294, GNorm = 2.2598, lr_0 = 9.9833e-04
Validation prc-auc = 0.050408
Epoch 2820
Loss = 2.3431e-02, PNorm = 260.6701, GNorm = 0.1686, lr_0 = 9.9833e-04
Validation prc-auc = 0.047556
Epoch 2821
Loss = 3.5490e-02, PNorm = 260.7045, GNorm = 1.7717, lr_0 = 9.9832e-04
Validation prc-auc = 0.050456
Epoch 2822
Loss = 4.1057e-02, PNorm = 260.7483, GNorm = 0.1171, lr_0 = 9.9832e-04
Validation prc-auc = 0.052310
Epoch 2823
Loss = 6.8843e-02, PNorm = 260.8019, GNorm = 1.1755, lr_0 = 9.9832e-04
Validation prc-auc = 0.055943
Epoch 2824
Loss = 5.9809e-02, PNorm = 260.8601, GNorm = 1.1035, lr_0 = 9.9832e-04
Validation prc-auc = 0.047023
Epoch 2825
Loss = 2.8275e-02, PNorm = 260.9182, GNorm = 0.4966, lr_0 = 9.9832e-04
Validation prc-auc = 0.050928
Epoch 2826
Loss = 7.4785e-02, PNorm = 260.9683, GNorm = 1.8119, lr_0 = 9.9832e-04
Validation prc-auc = 0.050431
Epoch 2827
Loss = 2.0375e-02, PNorm = 261.0151, GNorm = 0.0482, lr_0 = 9.9832e-04
Validation prc-auc = 0.062204
Epoch 2828
Loss = 5.1270e-02, PNorm = 261.0604, GNorm = 1.1580, lr_0 = 9.9832e-04
Validation prc-auc = 0.059847
Epoch 2829
Loss = 4.4940e-03, PNorm = 261.1264, GNorm = 0.1993, lr_0 = 9.9832e-04
Loss = 4.9570e-02, PNorm = 261.1985, GNorm = 1.2910, lr_0 = 9.9832e-04
Validation prc-auc = 0.050867
Epoch 2830
Loss = 6.0290e-02, PNorm = 261.2552, GNorm = 1.1393, lr_0 = 9.9832e-04
Validation prc-auc = 0.057156
Epoch 2831
Loss = 3.7709e-02, PNorm = 261.3188, GNorm = 0.2386, lr_0 = 9.9832e-04
Validation prc-auc = 0.064893
Epoch 2832
Loss = 3.6367e-02, PNorm = 261.3724, GNorm = 1.6788, lr_0 = 9.9832e-04
Validation prc-auc = 0.066098
Epoch 2833
Loss = 7.2743e-02, PNorm = 261.4387, GNorm = 2.2081, lr_0 = 9.9832e-04
Validation prc-auc = 0.048157
Epoch 2834
Loss = 4.5901e-02, PNorm = 261.5048, GNorm = 1.6121, lr_0 = 9.9832e-04
Validation prc-auc = 0.049526
Epoch 2835
Loss = 7.1829e-02, PNorm = 261.5596, GNorm = 1.2135, lr_0 = 9.9831e-04
Validation prc-auc = 0.034612
Epoch 2836
Loss = 3.9790e-02, PNorm = 261.6060, GNorm = 1.0686, lr_0 = 9.9831e-04
Validation prc-auc = 0.028626
Epoch 2837
Loss = 2.3081e-02, PNorm = 261.6400, GNorm = 0.1265, lr_0 = 9.9831e-04
Validation prc-auc = 0.032226
Epoch 2838
Loss = 2.4523e-02, PNorm = 261.6780, GNorm = 0.0675, lr_0 = 9.9831e-04
Validation prc-auc = 0.039508
Epoch 2839
Loss = 4.0842e-02, PNorm = 261.7142, GNorm = 1.4969, lr_0 = 9.9831e-04
Loss = 3.7066e-02, PNorm = 261.7575, GNorm = 0.4611, lr_0 = 9.9831e-04
Validation prc-auc = 0.056209
Epoch 2840
Loss = 4.7733e-02, PNorm = 261.7994, GNorm = 1.0284, lr_0 = 9.9831e-04
Validation prc-auc = 0.052085
Epoch 2841
Loss = 1.4848e-02, PNorm = 261.8386, GNorm = 0.5619, lr_0 = 9.9831e-04
Validation prc-auc = 0.050173
Epoch 2842
Loss = 7.0075e-03, PNorm = 261.8715, GNorm = 0.0801, lr_0 = 9.9831e-04
Validation prc-auc = 0.060710
Epoch 2843
Loss = 3.3353e-02, PNorm = 261.9034, GNorm = 1.7097, lr_0 = 9.9831e-04
Validation prc-auc = 0.048538
Epoch 2844
Loss = 7.4840e-02, PNorm = 261.9400, GNorm = 1.6756, lr_0 = 9.9831e-04
Validation prc-auc = 0.054543
Epoch 2845
Loss = 1.4833e-02, PNorm = 261.9876, GNorm = 0.4151, lr_0 = 9.9831e-04
Validation prc-auc = 0.059492
Epoch 2846
Loss = 2.8250e-02, PNorm = 262.0429, GNorm = 0.2767, lr_0 = 9.9831e-04
Validation prc-auc = 0.058873
Epoch 2847
Loss = 3.7980e-02, PNorm = 262.0904, GNorm = 0.7201, lr_0 = 9.9831e-04
Validation prc-auc = 0.043910
Epoch 2848
Loss = 8.7892e-03, PNorm = 262.1455, GNorm = 0.2169, lr_0 = 9.9830e-04
Validation prc-auc = 0.043461
Epoch 2849
Loss = 1.0297e-02, PNorm = 262.1948, GNorm = 0.3205, lr_0 = 9.9830e-04
Loss = 2.1288e-02, PNorm = 262.2271, GNorm = 0.2327, lr_0 = 9.9830e-04
Validation prc-auc = 0.047426
Epoch 2850
Loss = 2.3485e-02, PNorm = 262.2612, GNorm = 2.1100, lr_0 = 9.9830e-04
Validation prc-auc = 0.048664
Epoch 2851
Loss = 4.4156e-02, PNorm = 262.2949, GNorm = 0.9727, lr_0 = 9.9830e-04
Validation prc-auc = 0.045962
Epoch 2852
Loss = 2.3215e-02, PNorm = 262.3309, GNorm = 1.2733, lr_0 = 9.9830e-04
Validation prc-auc = 0.047536
Epoch 2853
Loss = 2.8469e-02, PNorm = 262.3648, GNorm = 0.2317, lr_0 = 9.9830e-04
Validation prc-auc = 0.049653
Epoch 2854
Loss = 1.2811e-02, PNorm = 262.4028, GNorm = 0.3512, lr_0 = 9.9830e-04
Validation prc-auc = 0.054579
Epoch 2855
Loss = 3.6114e-02, PNorm = 262.4365, GNorm = 1.5192, lr_0 = 9.9830e-04
Validation prc-auc = 0.053918
Epoch 2856
Loss = 1.8566e-02, PNorm = 262.4714, GNorm = 0.1088, lr_0 = 9.9830e-04
Validation prc-auc = 0.055071
Epoch 2857
Loss = 3.4873e-03, PNorm = 262.5056, GNorm = 0.0919, lr_0 = 9.9830e-04
Validation prc-auc = 0.039711
Epoch 2858
Loss = 3.6273e-02, PNorm = 262.5419, GNorm = 1.1845, lr_0 = 9.9830e-04
Validation prc-auc = 0.036408
Epoch 2859
Loss = 3.7660e-03, PNorm = 262.5885, GNorm = 0.2329, lr_0 = 9.9830e-04
Loss = 4.3787e-02, PNorm = 262.6365, GNorm = 0.8253, lr_0 = 9.9830e-04
Validation prc-auc = 0.036415
Epoch 2860
Loss = 4.4117e-02, PNorm = 262.6999, GNorm = 0.6135, lr_0 = 9.9830e-04
Validation prc-auc = 0.035685
Epoch 2861
Loss = 3.6910e-02, PNorm = 262.7580, GNorm = 0.7896, lr_0 = 9.9829e-04
Validation prc-auc = 0.028026
Epoch 2862
Loss = 4.5956e-02, PNorm = 262.8219, GNorm = 0.1695, lr_0 = 9.9829e-04
Validation prc-auc = 0.029222
Epoch 2863
Loss = 1.8646e-02, PNorm = 262.8785, GNorm = 0.8459, lr_0 = 9.9829e-04
Validation prc-auc = 0.037062
Epoch 2864
Loss = 4.2458e-02, PNorm = 262.9264, GNorm = 0.3145, lr_0 = 9.9829e-04
Validation prc-auc = 0.048485
Epoch 2865
Loss = 8.8706e-03, PNorm = 262.9753, GNorm = 0.0455, lr_0 = 9.9829e-04
Validation prc-auc = 0.046535
Epoch 2866
Loss = 2.5641e-02, PNorm = 263.0064, GNorm = 0.4089, lr_0 = 9.9829e-04
Validation prc-auc = 0.052029
Epoch 2867
Loss = 8.3483e-02, PNorm = 263.0473, GNorm = 0.4289, lr_0 = 9.9829e-04
Validation prc-auc = 0.057546
Epoch 2868
Loss = 1.3725e-02, PNorm = 263.1010, GNorm = 1.1906, lr_0 = 9.9829e-04
Validation prc-auc = 0.066487
Epoch 2869
Loss = 2.7035e-02, PNorm = 263.1501, GNorm = 1.3156, lr_0 = 9.9829e-04
Loss = 3.2373e-02, PNorm = 263.1985, GNorm = 0.2435, lr_0 = 9.9829e-04
Validation prc-auc = 0.057776
Epoch 2870
Loss = 2.1821e-02, PNorm = 263.2496, GNorm = 0.1223, lr_0 = 9.9829e-04
Validation prc-auc = 0.061806
Epoch 2871
Loss = 4.5505e-02, PNorm = 263.2997, GNorm = 1.7866, lr_0 = 9.9829e-04
Validation prc-auc = 0.063605
Epoch 2872
Loss = 5.5097e-02, PNorm = 263.3643, GNorm = 2.3658, lr_0 = 9.9829e-04
Validation prc-auc = 0.059872
Epoch 2873
Loss = 5.7316e-03, PNorm = 263.4270, GNorm = 0.7446, lr_0 = 9.9829e-04
Validation prc-auc = 0.063725
Epoch 2874
Loss = 4.9638e-02, PNorm = 263.4737, GNorm = 0.1066, lr_0 = 9.9828e-04
Validation prc-auc = 0.061967
Epoch 2875
Loss = 2.0695e-02, PNorm = 263.5438, GNorm = 0.6180, lr_0 = 9.9828e-04
Validation prc-auc = 0.056314
Epoch 2876
Loss = 2.0311e-02, PNorm = 263.6278, GNorm = 0.1308, lr_0 = 9.9828e-04
Validation prc-auc = 0.049833
Epoch 2877
Loss = 4.4928e-02, PNorm = 263.6987, GNorm = 1.6337, lr_0 = 9.9828e-04
Validation prc-auc = 0.051144
Epoch 2878
Loss = 4.9366e-02, PNorm = 263.7593, GNorm = 1.1664, lr_0 = 9.9828e-04
Validation prc-auc = 0.054681
Epoch 2879
Loss = 8.2407e-02, PNorm = 263.8056, GNorm = 1.8970, lr_0 = 9.9828e-04
Loss = 4.3697e-02, PNorm = 263.8531, GNorm = 1.6838, lr_0 = 9.9828e-04
Validation prc-auc = 0.060591
Epoch 2880
Loss = 3.4181e-02, PNorm = 263.9043, GNorm = 1.4774, lr_0 = 9.9828e-04
Validation prc-auc = 0.066547
Epoch 2881
Loss = 2.2504e-02, PNorm = 263.9501, GNorm = 0.9748, lr_0 = 9.9828e-04
Validation prc-auc = 0.062879
Epoch 2882
Loss = 1.6867e-02, PNorm = 263.9874, GNorm = 0.8112, lr_0 = 9.9828e-04
Validation prc-auc = 0.059398
Epoch 2883
Loss = 2.7569e-02, PNorm = 264.0239, GNorm = 1.6819, lr_0 = 9.9828e-04
Validation prc-auc = 0.062465
Epoch 2884
Loss = 6.3610e-02, PNorm = 264.0895, GNorm = 2.4721, lr_0 = 9.9828e-04
Validation prc-auc = 0.047062
Epoch 2885
Loss = 7.1019e-02, PNorm = 264.1828, GNorm = 0.1985, lr_0 = 9.9828e-04
Validation prc-auc = 0.050844
Epoch 2886
Loss = 1.7734e-02, PNorm = 264.2584, GNorm = 0.5895, lr_0 = 9.9828e-04
Validation prc-auc = 0.047448
Epoch 2887
Loss = 2.4941e-02, PNorm = 264.3174, GNorm = 0.4108, lr_0 = 9.9828e-04
Validation prc-auc = 0.048131
Epoch 2888
Loss = 4.8367e-02, PNorm = 264.3673, GNorm = 0.6866, lr_0 = 9.9827e-04
Validation prc-auc = 0.051877
Epoch 2889
Loss = 2.0615e-02, PNorm = 264.4212, GNorm = 1.0692, lr_0 = 9.9827e-04
Loss = 1.9678e-02, PNorm = 264.4751, GNorm = 0.1412, lr_0 = 9.9827e-04
Validation prc-auc = 0.053620
Epoch 2890
Loss = 3.1185e-02, PNorm = 264.5266, GNorm = 0.5632, lr_0 = 9.9827e-04
Validation prc-auc = 0.050852
Epoch 2891
Loss = 3.9784e-02, PNorm = 264.5717, GNorm = 0.6907, lr_0 = 9.9827e-04
Validation prc-auc = 0.058308
Epoch 2892
Loss = 1.7305e-02, PNorm = 264.6105, GNorm = 0.7970, lr_0 = 9.9827e-04
Validation prc-auc = 0.058984
Epoch 2893
Loss = 1.6138e-02, PNorm = 264.6439, GNorm = 0.2717, lr_0 = 9.9827e-04
Validation prc-auc = 0.059429
Epoch 2894
Loss = 2.2899e-02, PNorm = 264.6772, GNorm = 0.2455, lr_0 = 9.9827e-04
Validation prc-auc = 0.056201
Epoch 2895
Loss = 5.6602e-02, PNorm = 264.7165, GNorm = 0.7515, lr_0 = 9.9827e-04
Validation prc-auc = 0.053770
Epoch 2896
Loss = 4.5467e-02, PNorm = 264.7680, GNorm = 0.3867, lr_0 = 9.9827e-04
Validation prc-auc = 0.061992
Epoch 2897
Loss = 4.6866e-02, PNorm = 264.8197, GNorm = 1.6847, lr_0 = 9.9827e-04
Validation prc-auc = 0.055177
Epoch 2898
Loss = 1.6857e-02, PNorm = 264.8675, GNorm = 0.4140, lr_0 = 9.9827e-04
Validation prc-auc = 0.043600
Epoch 2899
Loss = 3.8246e-02, PNorm = 264.9193, GNorm = 1.2538, lr_0 = 9.9827e-04
Loss = 2.6660e-02, PNorm = 264.9716, GNorm = 0.3088, lr_0 = 9.9827e-04
Validation prc-auc = 0.041676
Epoch 2900
Loss = 3.0702e-02, PNorm = 265.0115, GNorm = 0.8978, lr_0 = 9.9827e-04
Validation prc-auc = 0.039580
Epoch 2901
Loss = 2.9096e-02, PNorm = 265.0428, GNorm = 0.0908, lr_0 = 9.9826e-04
Validation prc-auc = 0.046387
Epoch 2902
Loss = 4.1716e-02, PNorm = 265.0910, GNorm = 0.3530, lr_0 = 9.9826e-04
Validation prc-auc = 0.052294
Epoch 2903
Loss = 3.0285e-02, PNorm = 265.1500, GNorm = 0.3739, lr_0 = 9.9826e-04
Validation prc-auc = 0.050337
Epoch 2904
Loss = 5.2729e-02, PNorm = 265.2030, GNorm = 0.0877, lr_0 = 9.9826e-04
Validation prc-auc = 0.042281
Epoch 2905
Loss = 3.1893e-02, PNorm = 265.2518, GNorm = 1.0647, lr_0 = 9.9826e-04
Validation prc-auc = 0.043847
Epoch 2906
Loss = 3.6432e-02, PNorm = 265.3045, GNorm = 0.2820, lr_0 = 9.9826e-04
Validation prc-auc = 0.055271
Epoch 2907
Loss = 1.9925e-02, PNorm = 265.3547, GNorm = 1.0171, lr_0 = 9.9826e-04
Validation prc-auc = 0.044302
Epoch 2908
Loss = 1.2200e-02, PNorm = 265.4022, GNorm = 0.3660, lr_0 = 9.9826e-04
Validation prc-auc = 0.039847
Epoch 2909
Loss = 2.6126e-02, PNorm = 265.4506, GNorm = 0.8403, lr_0 = 9.9826e-04
Loss = 1.8377e-02, PNorm = 265.4983, GNorm = 0.0343, lr_0 = 9.9826e-04
Validation prc-auc = 0.045028
Epoch 2910
Loss = 4.4188e-02, PNorm = 265.5372, GNorm = 0.8021, lr_0 = 9.9826e-04
Validation prc-auc = 0.042519
Epoch 2911
Loss = 2.2836e-02, PNorm = 265.5805, GNorm = 2.6757, lr_0 = 9.9826e-04
Validation prc-auc = 0.040574
Epoch 2912
Loss = 2.2431e-02, PNorm = 265.6212, GNorm = 0.4787, lr_0 = 9.9826e-04
Validation prc-auc = 0.038041
Epoch 2913
Loss = 2.5254e-02, PNorm = 265.6500, GNorm = 1.0600, lr_0 = 9.9826e-04
Validation prc-auc = 0.030307
Epoch 2914
Loss = 4.9938e-02, PNorm = 265.6880, GNorm = 0.1227, lr_0 = 9.9825e-04
Validation prc-auc = 0.033975
Epoch 2915
Loss = 2.4060e-02, PNorm = 265.7284, GNorm = 0.2694, lr_0 = 9.9825e-04
Validation prc-auc = 0.038035
Epoch 2916
Loss = 4.3133e-02, PNorm = 265.7655, GNorm = 1.9244, lr_0 = 9.9825e-04
Validation prc-auc = 0.040740
Epoch 2917
Loss = 8.3564e-02, PNorm = 265.8200, GNorm = 0.9083, lr_0 = 9.9825e-04
Validation prc-auc = 0.047159
Epoch 2918
Loss = 1.8360e-02, PNorm = 265.8902, GNorm = 1.0289, lr_0 = 9.9825e-04
Validation prc-auc = 0.055368
Epoch 2919
Loss = 6.1641e-04, PNorm = 265.9526, GNorm = 0.0355, lr_0 = 9.9825e-04
Loss = 2.2335e-02, PNorm = 266.0134, GNorm = 0.6329, lr_0 = 9.9825e-04
Validation prc-auc = 0.065933
Epoch 2920
Loss = 2.4258e-02, PNorm = 266.0599, GNorm = 1.1377, lr_0 = 9.9825e-04
Validation prc-auc = 0.063368
Epoch 2921
Loss = 3.9972e-02, PNorm = 266.0927, GNorm = 0.1817, lr_0 = 9.9825e-04
Validation prc-auc = 0.064048
Epoch 2922
Loss = 2.0060e-02, PNorm = 266.1232, GNorm = 0.4208, lr_0 = 9.9825e-04
Validation prc-auc = 0.062733
Epoch 2923
Loss = 5.6466e-02, PNorm = 266.1647, GNorm = 1.8355, lr_0 = 9.9825e-04
Validation prc-auc = 0.061194
Epoch 2924
Loss = 2.7521e-02, PNorm = 266.2271, GNorm = 1.1603, lr_0 = 9.9825e-04
Validation prc-auc = 0.058104
Epoch 2925
Loss = 2.9573e-02, PNorm = 266.2855, GNorm = 1.5418, lr_0 = 9.9825e-04
Validation prc-auc = 0.054760
Epoch 2926
Loss = 4.2533e-02, PNorm = 266.3315, GNorm = 1.6715, lr_0 = 9.9825e-04
Validation prc-auc = 0.057039
Epoch 2927
Loss = 4.3848e-02, PNorm = 266.3756, GNorm = 0.6476, lr_0 = 9.9825e-04
Validation prc-auc = 0.052440
Epoch 2928
Loss = 2.0772e-02, PNorm = 266.4304, GNorm = 1.1636, lr_0 = 9.9824e-04
Validation prc-auc = 0.049576
Epoch 2929
Loss = 2.2571e-02, PNorm = 266.4943, GNorm = 0.5755, lr_0 = 9.9824e-04
Loss = 2.0016e-02, PNorm = 266.5598, GNorm = 0.1967, lr_0 = 9.9824e-04
Validation prc-auc = 0.063729
Epoch 2930
Loss = 4.1734e-02, PNorm = 266.6080, GNorm = 1.3136, lr_0 = 9.9824e-04
Validation prc-auc = 0.060743
Epoch 2931
Loss = 7.3592e-02, PNorm = 266.6645, GNorm = 1.0001, lr_0 = 9.9824e-04
Validation prc-auc = 0.062186
Epoch 2932
Loss = 4.4267e-02, PNorm = 266.7220, GNorm = 1.2749, lr_0 = 9.9824e-04
Validation prc-auc = 0.062001
Epoch 2933
Loss = 4.1579e-02, PNorm = 266.7758, GNorm = 0.4775, lr_0 = 9.9824e-04
Validation prc-auc = 0.032271
Epoch 2934
Loss = 8.3640e-03, PNorm = 266.8202, GNorm = 0.1611, lr_0 = 9.9824e-04
Validation prc-auc = 0.039334
Epoch 2935
Loss = 5.7716e-02, PNorm = 266.8552, GNorm = 0.9881, lr_0 = 9.9824e-04
Validation prc-auc = 0.050305
Epoch 2936
Loss = 1.5934e-02, PNorm = 266.8962, GNorm = 2.3604, lr_0 = 9.9824e-04
Validation prc-auc = 0.042070
Epoch 2937
Loss = 2.1845e-02, PNorm = 266.9463, GNorm = 1.0169, lr_0 = 9.9824e-04
Validation prc-auc = 0.037270
Epoch 2938
Loss = 2.4227e-02, PNorm = 267.0012, GNorm = 1.3544, lr_0 = 9.9824e-04
Validation prc-auc = 0.049937
Epoch 2939
Loss = 1.0618e-01, PNorm = 267.0473, GNorm = 2.3081, lr_0 = 9.9824e-04
Loss = 3.6065e-02, PNorm = 267.0978, GNorm = 0.3783, lr_0 = 9.9824e-04
Validation prc-auc = 0.052604
Epoch 2940
Loss = 3.3119e-02, PNorm = 267.1454, GNorm = 0.1789, lr_0 = 9.9823e-04
Validation prc-auc = 0.066448
Epoch 2941
Loss = 4.7441e-02, PNorm = 267.1877, GNorm = 1.3684, lr_0 = 9.9823e-04
Validation prc-auc = 0.063115
Epoch 2942
Loss = 5.6285e-02, PNorm = 267.2342, GNorm = 1.6851, lr_0 = 9.9823e-04
Validation prc-auc = 0.055195
Epoch 2943
Loss = 4.8954e-02, PNorm = 267.2888, GNorm = 1.0402, lr_0 = 9.9823e-04
Validation prc-auc = 0.049129
Epoch 2944
Loss = 2.7868e-02, PNorm = 267.3402, GNorm = 0.3865, lr_0 = 9.9823e-04
Validation prc-auc = 0.056536
Epoch 2945
Loss = 1.7182e-02, PNorm = 267.3877, GNorm = 1.6198, lr_0 = 9.9823e-04
Validation prc-auc = 0.062839
Epoch 2946
Loss = 1.6639e-02, PNorm = 267.4298, GNorm = 0.6805, lr_0 = 9.9823e-04
Validation prc-auc = 0.061548
Epoch 2947
Loss = 1.4861e-02, PNorm = 267.4687, GNorm = 0.3061, lr_0 = 9.9823e-04
Validation prc-auc = 0.060436
Epoch 2948
Loss = 1.6097e-02, PNorm = 267.5085, GNorm = 0.7433, lr_0 = 9.9823e-04
Validation prc-auc = 0.064624
Epoch 2949
Loss = 3.3770e-03, PNorm = 267.5582, GNorm = 0.1483, lr_0 = 9.9823e-04
Loss = 4.0128e-02, PNorm = 267.5945, GNorm = 0.0404, lr_0 = 9.9823e-04
Validation prc-auc = 0.062024
Epoch 2950
Loss = 2.7473e-02, PNorm = 267.6414, GNorm = 2.7469, lr_0 = 9.9823e-04
Validation prc-auc = 0.055665
Epoch 2951
Loss = 5.2030e-02, PNorm = 267.6974, GNorm = 0.9291, lr_0 = 9.9823e-04
Validation prc-auc = 0.056564
Epoch 2952
Loss = 4.1556e-02, PNorm = 267.7622, GNorm = 0.0823, lr_0 = 9.9823e-04
Validation prc-auc = 0.052840
Epoch 2953
Loss = 1.6110e-02, PNorm = 267.8228, GNorm = 0.2534, lr_0 = 9.9823e-04
Validation prc-auc = 0.048827
Epoch 2954
Loss = 2.1781e-02, PNorm = 267.8636, GNorm = 0.2469, lr_0 = 9.9822e-04
Validation prc-auc = 0.048042
Epoch 2955
Loss = 1.1254e-02, PNorm = 267.9024, GNorm = 1.2734, lr_0 = 9.9822e-04
Validation prc-auc = 0.045111
Epoch 2956
Loss = 2.1814e-02, PNorm = 267.9393, GNorm = 0.9210, lr_0 = 9.9822e-04
Validation prc-auc = 0.042219
Epoch 2957
Loss = 1.1057e-01, PNorm = 267.9765, GNorm = 1.7018, lr_0 = 9.9822e-04
Validation prc-auc = 0.045174
Epoch 2958
Loss = 1.3221e-02, PNorm = 268.0149, GNorm = 0.3094, lr_0 = 9.9822e-04
Validation prc-auc = 0.041278
Epoch 2959
Loss = 2.2765e-01, PNorm = 268.0538, GNorm = 2.3980, lr_0 = 9.9822e-04
Loss = 3.6910e-02, PNorm = 268.0973, GNorm = 0.3322, lr_0 = 9.9822e-04
Validation prc-auc = 0.031162
Epoch 2960
Loss = 9.7439e-03, PNorm = 268.1338, GNorm = 0.0693, lr_0 = 9.9822e-04
Validation prc-auc = 0.027031
Epoch 2961
Loss = 1.4543e-02, PNorm = 268.1629, GNorm = 0.0735, lr_0 = 9.9822e-04
Validation prc-auc = 0.033940
Epoch 2962
Loss = 4.1655e-02, PNorm = 268.1878, GNorm = 1.6226, lr_0 = 9.9822e-04
Validation prc-auc = 0.035539
Epoch 2963
Loss = 4.9288e-02, PNorm = 268.2402, GNorm = 0.4871, lr_0 = 9.9822e-04
Validation prc-auc = 0.030436
Epoch 2964
Loss = 3.5607e-02, PNorm = 268.2882, GNorm = 0.5735, lr_0 = 9.9822e-04
Validation prc-auc = 0.037767
Epoch 2965
Loss = 5.5357e-02, PNorm = 268.3385, GNorm = 1.8857, lr_0 = 9.9822e-04
Validation prc-auc = 0.035013
Epoch 2966
Loss = 4.2476e-02, PNorm = 268.3900, GNorm = 1.0433, lr_0 = 9.9822e-04
Validation prc-auc = 0.041603
Epoch 2967
Loss = 7.3372e-03, PNorm = 268.4429, GNorm = 0.2659, lr_0 = 9.9821e-04
Validation prc-auc = 0.045657
Epoch 2968
Loss = 1.4873e-02, PNorm = 268.4841, GNorm = 0.2940, lr_0 = 9.9821e-04
Validation prc-auc = 0.048906
Epoch 2969
Loss = 1.5601e-01, PNorm = 268.5283, GNorm = 1.5191, lr_0 = 9.9821e-04
Loss = 5.4449e-02, PNorm = 268.5787, GNorm = 1.5872, lr_0 = 9.9821e-04
Validation prc-auc = 0.053311
Epoch 2970
Loss = 4.6082e-02, PNorm = 268.6247, GNorm = 1.1959, lr_0 = 9.9821e-04
Validation prc-auc = 0.057164
Epoch 2971
Loss = 5.4018e-02, PNorm = 268.6698, GNorm = 1.8597, lr_0 = 9.9821e-04
Validation prc-auc = 0.064429
Epoch 2972
Loss = 4.3738e-02, PNorm = 268.7140, GNorm = 0.7389, lr_0 = 9.9821e-04
Validation prc-auc = 0.071779
Epoch 2973
Loss = 3.1015e-02, PNorm = 268.7644, GNorm = 1.8675, lr_0 = 9.9821e-04
Validation prc-auc = 0.060751
Epoch 2974
Loss = 2.9478e-02, PNorm = 268.8056, GNorm = 0.1787, lr_0 = 9.9821e-04
Validation prc-auc = 0.053946
Epoch 2975
Loss = 3.5296e-02, PNorm = 268.8420, GNorm = 1.1396, lr_0 = 9.9821e-04
Validation prc-auc = 0.055043
Epoch 2976
Loss = 3.3297e-02, PNorm = 268.8731, GNorm = 0.5074, lr_0 = 9.9821e-04
Validation prc-auc = 0.059210
Epoch 2977
Loss = 6.1122e-02, PNorm = 268.8973, GNorm = 1.2212, lr_0 = 9.9821e-04
Validation prc-auc = 0.059783
Epoch 2978
Loss = 2.2384e-03, PNorm = 268.9237, GNorm = 0.1329, lr_0 = 9.9821e-04
Validation prc-auc = 0.056844
Epoch 2979
Loss = 1.3442e-02, PNorm = 268.9534, GNorm = 0.8468, lr_0 = 9.9821e-04
Loss = 3.7453e-02, PNorm = 268.9973, GNorm = 1.3088, lr_0 = 9.9821e-04
Validation prc-auc = 0.049704
Epoch 2980
Loss = 2.7958e-02, PNorm = 269.0479, GNorm = 0.2241, lr_0 = 9.9820e-04
Validation prc-auc = 0.044409
Epoch 2981
Loss = 3.5285e-02, PNorm = 269.0981, GNorm = 0.1171, lr_0 = 9.9820e-04
Validation prc-auc = 0.046405
Epoch 2982
Loss = 3.3583e-02, PNorm = 269.1438, GNorm = 0.3014, lr_0 = 9.9820e-04
Validation prc-auc = 0.052386
Epoch 2983
Loss = 3.6509e-02, PNorm = 269.1963, GNorm = 1.7609, lr_0 = 9.9820e-04
Validation prc-auc = 0.052304
Epoch 2984
Loss = 1.7127e-02, PNorm = 269.2512, GNorm = 0.1893, lr_0 = 9.9820e-04
Validation prc-auc = 0.057770
Epoch 2985
Loss = 3.0583e-02, PNorm = 269.2971, GNorm = 1.2445, lr_0 = 9.9820e-04
Validation prc-auc = 0.059523
Epoch 2986
Loss = 3.7958e-02, PNorm = 269.3414, GNorm = 0.0897, lr_0 = 9.9820e-04
Validation prc-auc = 0.062492
Epoch 2987
Loss = 2.6153e-02, PNorm = 269.3857, GNorm = 0.7336, lr_0 = 9.9820e-04
Validation prc-auc = 0.064379
Epoch 2988
Loss = 1.3957e-02, PNorm = 269.4236, GNorm = 1.0282, lr_0 = 9.9820e-04
Validation prc-auc = 0.069292
Epoch 2989
Loss = 4.7648e-03, PNorm = 269.4617, GNorm = 0.5133, lr_0 = 9.9820e-04
Loss = 3.8157e-02, PNorm = 269.5012, GNorm = 0.0598, lr_0 = 9.9820e-04
Validation prc-auc = 0.069132
Epoch 2990
Loss = 3.2946e-02, PNorm = 269.5374, GNorm = 0.6985, lr_0 = 9.9820e-04
Validation prc-auc = 0.071242
Epoch 2991
Loss = 2.9147e-02, PNorm = 269.5799, GNorm = 1.4209, lr_0 = 9.9820e-04
Validation prc-auc = 0.065408
Epoch 2992
Loss = 3.7531e-02, PNorm = 269.6253, GNorm = 0.0414, lr_0 = 9.9820e-04
Validation prc-auc = 0.061106
Epoch 2993
Loss = 9.2030e-03, PNorm = 269.6711, GNorm = 0.2694, lr_0 = 9.9819e-04
Validation prc-auc = 0.058720
Epoch 2994
Loss = 4.9020e-02, PNorm = 269.7091, GNorm = 0.0915, lr_0 = 9.9819e-04
Validation prc-auc = 0.058406
Epoch 2995
Loss = 4.4081e-02, PNorm = 269.7523, GNorm = 0.0857, lr_0 = 9.9819e-04
Validation prc-auc = 0.062951
Epoch 2996
Loss = 5.8686e-02, PNorm = 269.8026, GNorm = 0.3389, lr_0 = 9.9819e-04
Validation prc-auc = 0.065690
Epoch 2997
Loss = 3.8406e-02, PNorm = 269.8511, GNorm = 1.2698, lr_0 = 9.9819e-04
Validation prc-auc = 0.056663
Epoch 2998
Loss = 1.0927e-02, PNorm = 269.8920, GNorm = 0.4000, lr_0 = 9.9819e-04
Validation prc-auc = 0.046688
Epoch 2999
Loss = 8.1116e-02, PNorm = 269.9420, GNorm = 2.4011, lr_0 = 9.9819e-04
Loss = 1.6505e-02, PNorm = 269.9865, GNorm = 0.1333, lr_0 = 9.9819e-04
Validation prc-auc = 0.042867
Epoch 3000
Loss = 2.8961e-02, PNorm = 270.0225, GNorm = 0.8472, lr_0 = 9.9819e-04
Validation prc-auc = 0.038836
Epoch 3001
Loss = 2.9468e-02, PNorm = 270.0521, GNorm = 0.0964, lr_0 = 9.9819e-04
Validation prc-auc = 0.042390
Epoch 3002
Loss = 8.9418e-02, PNorm = 270.0920, GNorm = 4.0654, lr_0 = 9.9819e-04
Validation prc-auc = 0.051196
Epoch 3003
Loss = 8.8537e-03, PNorm = 270.1560, GNorm = 0.2738, lr_0 = 9.9819e-04
Validation prc-auc = 0.055858
Epoch 3004
Loss = 1.2963e-02, PNorm = 270.2096, GNorm = 0.6686, lr_0 = 9.9819e-04
Validation prc-auc = 0.054363
Epoch 3005
Loss = 4.7995e-02, PNorm = 270.2473, GNorm = 0.2883, lr_0 = 9.9819e-04
Validation prc-auc = 0.053346
Epoch 3006
Loss = 1.0243e-02, PNorm = 270.2904, GNorm = 0.0966, lr_0 = 9.9819e-04
Validation prc-auc = 0.051299
Epoch 3007
Loss = 4.2490e-02, PNorm = 270.3385, GNorm = 4.3342, lr_0 = 9.9818e-04
Validation prc-auc = 0.041679
Epoch 3008
Loss = 1.7345e-02, PNorm = 270.4007, GNorm = 0.1276, lr_0 = 9.9818e-04
Validation prc-auc = 0.039358
Epoch 3009
Loss = 1.0805e-02, PNorm = 270.4614, GNorm = 0.4518, lr_0 = 9.9818e-04
Loss = 2.9529e-02, PNorm = 270.5131, GNorm = 0.1033, lr_0 = 9.9818e-04
Validation prc-auc = 0.037380
Epoch 3010
Loss = 3.4640e-02, PNorm = 270.5662, GNorm = 1.0679, lr_0 = 9.9818e-04
Validation prc-auc = 0.042622
Epoch 3011
Loss = 2.0692e-02, PNorm = 270.6124, GNorm = 0.1500, lr_0 = 9.9818e-04
Validation prc-auc = 0.048262
Epoch 3012
Loss = 3.9835e-02, PNorm = 270.6581, GNorm = 0.0231, lr_0 = 9.9818e-04
Validation prc-auc = 0.053223
Epoch 3013
Loss = 6.8954e-02, PNorm = 270.7274, GNorm = 0.1377, lr_0 = 9.9818e-04
Validation prc-auc = 0.056260
Epoch 3014
Loss = 5.0072e-02, PNorm = 270.7949, GNorm = 1.1523, lr_0 = 9.9818e-04
Validation prc-auc = 0.055117
Epoch 3015
Loss = 2.5110e-02, PNorm = 270.8573, GNorm = 1.5483, lr_0 = 9.9818e-04
Validation prc-auc = 0.057911
Epoch 3016
Loss = 3.2408e-02, PNorm = 270.9133, GNorm = 0.7502, lr_0 = 9.9818e-04
Validation prc-auc = 0.055919
Epoch 3017
Loss = 6.7265e-02, PNorm = 270.9654, GNorm = 2.6343, lr_0 = 9.9818e-04
Validation prc-auc = 0.064068
Epoch 3018
Loss = 2.6481e-02, PNorm = 271.0440, GNorm = 1.3488, lr_0 = 9.9818e-04
Validation prc-auc = 0.065492
Epoch 3019
Loss = 1.4014e-02, PNorm = 271.1037, GNorm = 0.8461, lr_0 = 9.9818e-04
Loss = 6.2918e-02, PNorm = 271.1572, GNorm = 0.7281, lr_0 = 9.9817e-04
Validation prc-auc = 0.061748
Epoch 3020
Loss = 1.4801e-02, PNorm = 271.2134, GNorm = 0.7965, lr_0 = 9.9817e-04
Validation prc-auc = 0.064446
Epoch 3021
Loss = 4.2728e-02, PNorm = 271.2531, GNorm = 1.6042, lr_0 = 9.9817e-04
Validation prc-auc = 0.060562
Epoch 3022
Loss = 5.0493e-02, PNorm = 271.3049, GNorm = 1.3871, lr_0 = 9.9817e-04
Validation prc-auc = 0.065712
Epoch 3023
Loss = 5.5372e-02, PNorm = 271.3766, GNorm = 2.2994, lr_0 = 9.9817e-04
Validation prc-auc = 0.068888
Epoch 3024
Loss = 3.7882e-02, PNorm = 271.4605, GNorm = 0.4082, lr_0 = 9.9817e-04
Validation prc-auc = 0.069915
Epoch 3025
Loss = 2.4165e-02, PNorm = 271.5292, GNorm = 0.9429, lr_0 = 9.9817e-04
Validation prc-auc = 0.069260
Epoch 3026
Loss = 2.0646e-02, PNorm = 271.5820, GNorm = 1.0141, lr_0 = 9.9817e-04
Validation prc-auc = 0.067555
Epoch 3027
Loss = 3.7710e-02, PNorm = 271.6334, GNorm = 2.8409, lr_0 = 9.9817e-04
Validation prc-auc = 0.080724
Epoch 3028
Loss = 5.4441e-02, PNorm = 271.6915, GNorm = 1.1809, lr_0 = 9.9817e-04
Validation prc-auc = 0.073478
Epoch 3029
Loss = 4.5170e-03, PNorm = 271.7495, GNorm = 0.1474, lr_0 = 9.9817e-04
Loss = 2.8787e-02, PNorm = 271.7911, GNorm = 1.1048, lr_0 = 9.9817e-04
Validation prc-auc = 0.064809
Epoch 3030
Loss = 6.8699e-02, PNorm = 271.8287, GNorm = 1.0952, lr_0 = 9.9817e-04
Validation prc-auc = 0.063888
Epoch 3031
Loss = 4.8404e-02, PNorm = 271.8746, GNorm = 0.2553, lr_0 = 9.9817e-04
Validation prc-auc = 0.055691
Epoch 3032
Loss = 1.8330e-02, PNorm = 271.9121, GNorm = 0.5312, lr_0 = 9.9817e-04
Validation prc-auc = 0.066472
Epoch 3033
Loss = 2.8012e-02, PNorm = 271.9406, GNorm = 0.3059, lr_0 = 9.9816e-04
Validation prc-auc = 0.067289
Epoch 3034
Loss = 1.3622e-02, PNorm = 271.9772, GNorm = 2.6304, lr_0 = 9.9816e-04
Validation prc-auc = 0.060474
Epoch 3035
Loss = 2.9839e-02, PNorm = 272.0194, GNorm = 0.1682, lr_0 = 9.9816e-04
Validation prc-auc = 0.059982
Epoch 3036
Loss = 6.1078e-03, PNorm = 272.0567, GNorm = 0.1110, lr_0 = 9.9816e-04
Validation prc-auc = 0.055307
Epoch 3037
Loss = 1.4589e-02, PNorm = 272.0869, GNorm = 0.7635, lr_0 = 9.9816e-04
Validation prc-auc = 0.053906
Epoch 3038
Loss = 2.3021e-03, PNorm = 272.1200, GNorm = 0.1456, lr_0 = 9.9816e-04
Validation prc-auc = 0.048741
Epoch 3039
Loss = 2.7959e-03, PNorm = 272.1608, GNorm = 0.0870, lr_0 = 9.9816e-04
Loss = 1.4659e-02, PNorm = 272.1955, GNorm = 0.6795, lr_0 = 9.9816e-04
Validation prc-auc = 0.055615
Epoch 3040
Loss = 3.3273e-02, PNorm = 272.2328, GNorm = 0.5389, lr_0 = 9.9816e-04
Validation prc-auc = 0.054934
Epoch 3041
Loss = 2.9549e-02, PNorm = 272.2696, GNorm = 1.1294, lr_0 = 9.9816e-04
Validation prc-auc = 0.047787
Epoch 3042
Loss = 6.6439e-02, PNorm = 272.3071, GNorm = 2.0229, lr_0 = 9.9816e-04
Validation prc-auc = 0.046112
Epoch 3043
Loss = 3.6628e-02, PNorm = 272.3531, GNorm = 1.0852, lr_0 = 9.9816e-04
Validation prc-auc = 0.051438
Epoch 3044
Loss = 1.7857e-02, PNorm = 272.3963, GNorm = 1.5085, lr_0 = 9.9816e-04
Validation prc-auc = 0.050291
Epoch 3045
Loss = 3.6936e-02, PNorm = 272.4366, GNorm = 0.9524, lr_0 = 9.9816e-04
Validation prc-auc = 0.051109
Epoch 3046
Loss = 7.4170e-02, PNorm = 272.4728, GNorm = 2.0466, lr_0 = 9.9816e-04
Validation prc-auc = 0.053851
Epoch 3047
Loss = 3.5593e-02, PNorm = 272.5283, GNorm = 1.9273, lr_0 = 9.9815e-04
Validation prc-auc = 0.051713
Epoch 3048
Loss = 2.1128e-02, PNorm = 272.5888, GNorm = 1.2531, lr_0 = 9.9815e-04
Validation prc-auc = 0.053712
Epoch 3049
Loss = 3.8180e-02, PNorm = 272.6363, GNorm = 1.7011, lr_0 = 9.9815e-04
Loss = 5.7351e-02, PNorm = 272.6879, GNorm = 1.2293, lr_0 = 9.9815e-04
Validation prc-auc = 0.056016
Epoch 3050
Loss = 3.7558e-02, PNorm = 272.7417, GNorm = 1.4874, lr_0 = 9.9815e-04
Validation prc-auc = 0.043973
Epoch 3051
Loss = 6.5518e-02, PNorm = 272.8001, GNorm = 1.0466, lr_0 = 9.9815e-04
Validation prc-auc = 0.055372
Epoch 3052
Loss = 2.5005e-02, PNorm = 272.8551, GNorm = 0.8568, lr_0 = 9.9815e-04
Validation prc-auc = 0.055357
Epoch 3053
Loss = 3.9737e-02, PNorm = 272.8977, GNorm = 1.9837, lr_0 = 9.9815e-04
Validation prc-auc = 0.045192
Epoch 3054
Loss = 3.8900e-02, PNorm = 272.9347, GNorm = 0.8091, lr_0 = 9.9815e-04
Validation prc-auc = 0.051186
Epoch 3055
Loss = 4.2379e-02, PNorm = 272.9701, GNorm = 0.7349, lr_0 = 9.9815e-04
Validation prc-auc = 0.050244
Epoch 3056
Loss = 9.7431e-03, PNorm = 273.0049, GNorm = 0.3712, lr_0 = 9.9815e-04
Validation prc-auc = 0.046215
Epoch 3057
Loss = 6.4488e-02, PNorm = 273.0349, GNorm = 0.2384, lr_0 = 9.9815e-04
Validation prc-auc = 0.038655
Epoch 3058
Loss = 4.3171e-02, PNorm = 273.0645, GNorm = 1.3822, lr_0 = 9.9815e-04
Validation prc-auc = 0.039995
Epoch 3059
Loss = 4.3508e-02, PNorm = 273.0964, GNorm = 2.1320, lr_0 = 9.9815e-04
Loss = 2.4167e-02, PNorm = 273.1380, GNorm = 0.7597, lr_0 = 9.9814e-04
Validation prc-auc = 0.042206
Epoch 3060
Loss = 2.3724e-02, PNorm = 273.1702, GNorm = 0.9191, lr_0 = 9.9814e-04
Validation prc-auc = 0.050160
Epoch 3061
Loss = 5.0699e-02, PNorm = 273.2033, GNorm = 1.9081, lr_0 = 9.9814e-04
Validation prc-auc = 0.044126
Epoch 3062
Loss = 6.1642e-02, PNorm = 273.2600, GNorm = 1.6789, lr_0 = 9.9814e-04
Validation prc-auc = 0.043080
Epoch 3063
Loss = 3.1100e-02, PNorm = 273.3191, GNorm = 0.1220, lr_0 = 9.9814e-04
Validation prc-auc = 0.047974
Epoch 3064
Loss = 2.2463e-02, PNorm = 273.3628, GNorm = 1.1868, lr_0 = 9.9814e-04
Validation prc-auc = 0.037867
Epoch 3065
Loss = 3.1467e-02, PNorm = 273.3934, GNorm = 1.9954, lr_0 = 9.9814e-04
Validation prc-auc = 0.039644
Epoch 3066
Loss = 3.0096e-02, PNorm = 273.4277, GNorm = 0.2593, lr_0 = 9.9814e-04
Validation prc-auc = 0.048874
Epoch 3067
Loss = 3.7339e-02, PNorm = 273.4637, GNorm = 0.4481, lr_0 = 9.9814e-04
Validation prc-auc = 0.045929
Epoch 3068
Loss = 1.1899e-02, PNorm = 273.4907, GNorm = 0.1016, lr_0 = 9.9814e-04
Validation prc-auc = 0.049720
Epoch 3069
Loss = 3.6307e-03, PNorm = 273.5154, GNorm = 0.1171, lr_0 = 9.9814e-04
Loss = 2.8545e-02, PNorm = 273.5485, GNorm = 0.3648, lr_0 = 9.9814e-04
Validation prc-auc = 0.045591
Epoch 3070
Loss = 2.7813e-02, PNorm = 273.5840, GNorm = 1.8964, lr_0 = 9.9814e-04
Validation prc-auc = 0.039920
Epoch 3071
Loss = 1.7029e-02, PNorm = 273.6200, GNorm = 1.2491, lr_0 = 9.9814e-04
Validation prc-auc = 0.041213
Epoch 3072
Loss = 3.0530e-02, PNorm = 273.6636, GNorm = 0.0586, lr_0 = 9.9814e-04
Validation prc-auc = 0.050478
Epoch 3073
Loss = 1.2769e-02, PNorm = 273.7108, GNorm = 0.4343, lr_0 = 9.9813e-04
Validation prc-auc = 0.062616
Epoch 3074
Loss = 1.0191e-02, PNorm = 273.7616, GNorm = 0.8541, lr_0 = 9.9813e-04
Validation prc-auc = 0.065471
Epoch 3075
Loss = 1.7457e-02, PNorm = 273.8051, GNorm = 0.0264, lr_0 = 9.9813e-04
Validation prc-auc = 0.067328
Epoch 3076
Loss = 3.1951e-02, PNorm = 273.8539, GNorm = 2.0624, lr_0 = 9.9813e-04
Validation prc-auc = 0.058126
Epoch 3077
Loss = 2.6786e-02, PNorm = 273.8995, GNorm = 1.5609, lr_0 = 9.9813e-04
Validation prc-auc = 0.053987
Epoch 3078
Loss = 1.0995e-01, PNorm = 273.9494, GNorm = 2.0372, lr_0 = 9.9813e-04
Validation prc-auc = 0.050024
Epoch 3079
Loss = 1.6957e-03, PNorm = 273.9940, GNorm = 0.0739, lr_0 = 9.9813e-04
Loss = 5.0875e-02, PNorm = 274.0523, GNorm = 0.2794, lr_0 = 9.9813e-04
Validation prc-auc = 0.041700
Epoch 3080
Loss = 2.9549e-02, PNorm = 274.1031, GNorm = 0.1931, lr_0 = 9.9813e-04
Validation prc-auc = 0.038205
Epoch 3081
Loss = 2.2510e-02, PNorm = 274.1508, GNorm = 0.4682, lr_0 = 9.9813e-04
Validation prc-auc = 0.039878
Epoch 3082
Loss = 3.3021e-02, PNorm = 274.2014, GNorm = 1.0364, lr_0 = 9.9813e-04
Validation prc-auc = 0.034585
Epoch 3083
Loss = 2.3065e-02, PNorm = 274.2462, GNorm = 0.0380, lr_0 = 9.9813e-04
Validation prc-auc = 0.039241
Epoch 3084
Loss = 3.9963e-02, PNorm = 274.2978, GNorm = 1.2123, lr_0 = 9.9813e-04
Validation prc-auc = 0.056223
Epoch 3085
Loss = 3.6269e-02, PNorm = 274.3432, GNorm = 1.0504, lr_0 = 9.9813e-04
Validation prc-auc = 0.065304
Epoch 3086
Loss = 2.6134e-02, PNorm = 274.3848, GNorm = 0.5536, lr_0 = 9.9812e-04
Validation prc-auc = 0.056835
Epoch 3087
Loss = 1.1447e-02, PNorm = 274.4298, GNorm = 0.1626, lr_0 = 9.9812e-04
Validation prc-auc = 0.047207
Epoch 3088
Loss = 1.1280e-01, PNorm = 274.4810, GNorm = 1.2137, lr_0 = 9.9812e-04
Validation prc-auc = 0.055080
Epoch 3089
Loss = 3.9741e-02, PNorm = 274.5601, GNorm = 1.6033, lr_0 = 9.9812e-04
Loss = 9.9687e-02, PNorm = 274.6334, GNorm = 3.1845, lr_0 = 9.9812e-04
Validation prc-auc = 0.060201
Epoch 3090
Loss = 3.3775e-02, PNorm = 274.6899, GNorm = 0.4462, lr_0 = 9.9812e-04
Validation prc-auc = 0.058027
Epoch 3091
Loss = 5.0982e-02, PNorm = 274.7405, GNorm = 0.1820, lr_0 = 9.9812e-04
Validation prc-auc = 0.046509
Epoch 3092
Loss = 3.9960e-02, PNorm = 274.7905, GNorm = 0.8672, lr_0 = 9.9812e-04
Validation prc-auc = 0.041345
Epoch 3093
Loss = 3.6257e-02, PNorm = 274.8374, GNorm = 0.3854, lr_0 = 9.9812e-04
Validation prc-auc = 0.072669
Epoch 3094
Loss = 2.8283e-02, PNorm = 274.8786, GNorm = 0.5085, lr_0 = 9.9812e-04
Validation prc-auc = 0.074392
Epoch 3095
Loss = 1.9058e-02, PNorm = 274.9095, GNorm = 0.1482, lr_0 = 9.9812e-04
Validation prc-auc = 0.073200
Epoch 3096
Loss = 3.9638e-02, PNorm = 274.9339, GNorm = 0.1864, lr_0 = 9.9812e-04
Validation prc-auc = 0.072241
Epoch 3097
Loss = 6.3696e-03, PNorm = 274.9632, GNorm = 0.0483, lr_0 = 9.9812e-04
Validation prc-auc = 0.070978
Epoch 3098
Loss = 3.8350e-02, PNorm = 274.9941, GNorm = 1.6943, lr_0 = 9.9812e-04
Validation prc-auc = 0.044315
Epoch 3099
Loss = 2.8574e-02, PNorm = 275.0292, GNorm = 1.5199, lr_0 = 9.9812e-04
Loss = 4.4310e-02, PNorm = 275.0744, GNorm = 2.1955, lr_0 = 9.9811e-04
Validation prc-auc = 0.038363
Epoch 3100
Loss = 2.6046e-02, PNorm = 275.1274, GNorm = 0.1524, lr_0 = 9.9811e-04
Validation prc-auc = 0.042187
Epoch 3101
Loss = 3.9026e-02, PNorm = 275.1702, GNorm = 1.8121, lr_0 = 9.9811e-04
Validation prc-auc = 0.055057
Epoch 3102
Loss = 3.7662e-02, PNorm = 275.2048, GNorm = 0.2056, lr_0 = 9.9811e-04
Validation prc-auc = 0.057594
Epoch 3103
Loss = 7.1217e-03, PNorm = 275.2372, GNorm = 1.0665, lr_0 = 9.9811e-04
Validation prc-auc = 0.061509
Epoch 3104
Loss = 2.1982e-02, PNorm = 275.2661, GNorm = 0.3326, lr_0 = 9.9811e-04
Validation prc-auc = 0.060522
Epoch 3105
Loss = 4.4241e-02, PNorm = 275.3117, GNorm = 2.0376, lr_0 = 9.9811e-04
Validation prc-auc = 0.056337
Epoch 3106
Loss = 1.3467e-02, PNorm = 275.3669, GNorm = 0.3208, lr_0 = 9.9811e-04
Validation prc-auc = 0.056829
Epoch 3107
Loss = 5.9973e-02, PNorm = 275.4101, GNorm = 0.2521, lr_0 = 9.9811e-04
Validation prc-auc = 0.050033
Epoch 3108
Loss = 1.2018e-02, PNorm = 275.4473, GNorm = 0.2190, lr_0 = 9.9811e-04
Validation prc-auc = 0.042551
Epoch 3109
Loss = 1.5131e-02, PNorm = 275.4837, GNorm = 0.7203, lr_0 = 9.9811e-04
Loss = 3.5964e-02, PNorm = 275.5188, GNorm = 0.2137, lr_0 = 9.9811e-04
Validation prc-auc = 0.042399
Epoch 3110
Loss = 3.9526e-02, PNorm = 275.5535, GNorm = 1.2538, lr_0 = 9.9811e-04
Validation prc-auc = 0.043492
Epoch 3111
Loss = 6.4113e-02, PNorm = 275.6010, GNorm = 0.3894, lr_0 = 9.9811e-04
Validation prc-auc = 0.045588
Epoch 3112
Loss = 3.3563e-02, PNorm = 275.6576, GNorm = 0.1887, lr_0 = 9.9810e-04
Validation prc-auc = 0.045595
Epoch 3113
Loss = 2.9210e-02, PNorm = 275.6997, GNorm = 0.1725, lr_0 = 9.9810e-04
Validation prc-auc = 0.040638
Epoch 3114
Loss = 1.9497e-02, PNorm = 275.7339, GNorm = 1.2023, lr_0 = 9.9810e-04
Validation prc-auc = 0.033581
Epoch 3115
Loss = 2.2190e-02, PNorm = 275.7839, GNorm = 0.9177, lr_0 = 9.9810e-04
Validation prc-auc = 0.033520
Epoch 3116
Loss = 7.4413e-02, PNorm = 275.8256, GNorm = 1.7947, lr_0 = 9.9810e-04
Validation prc-auc = 0.033960
Epoch 3117
Loss = 3.1424e-02, PNorm = 275.8761, GNorm = 1.0608, lr_0 = 9.9810e-04
Validation prc-auc = 0.034642
Epoch 3118
Loss = 4.4939e-03, PNorm = 275.9236, GNorm = 0.1879, lr_0 = 9.9810e-04
Validation prc-auc = 0.039596
Epoch 3119
Loss = 6.9803e-03, PNorm = 275.9755, GNorm = 0.3615, lr_0 = 9.9810e-04
Loss = 2.1665e-02, PNorm = 276.0351, GNorm = 1.4839, lr_0 = 9.9810e-04
Validation prc-auc = 0.039524
Epoch 3120
Loss = 6.8912e-02, PNorm = 276.0900, GNorm = 2.0262, lr_0 = 9.9810e-04
Validation prc-auc = 0.043582
Epoch 3121
Loss = 3.8498e-02, PNorm = 276.1392, GNorm = 1.2354, lr_0 = 9.9810e-04
Validation prc-auc = 0.045734
Epoch 3122
Loss = 2.7808e-02, PNorm = 276.1877, GNorm = 0.6700, lr_0 = 9.9810e-04
Validation prc-auc = 0.047160
Epoch 3123
Loss = 3.9890e-02, PNorm = 276.2330, GNorm = 0.0917, lr_0 = 9.9810e-04
Validation prc-auc = 0.039658
Epoch 3124
Loss = 3.5963e-02, PNorm = 276.2815, GNorm = 1.5252, lr_0 = 9.9810e-04
Validation prc-auc = 0.044257
Epoch 3125
Loss = 1.7485e-02, PNorm = 276.3350, GNorm = 1.2714, lr_0 = 9.9810e-04
Validation prc-auc = 0.043756
Epoch 3126
Loss = 4.6046e-02, PNorm = 276.3861, GNorm = 1.7105, lr_0 = 9.9809e-04
Validation prc-auc = 0.035905
Epoch 3127
Loss = 3.0684e-02, PNorm = 276.4552, GNorm = 1.0306, lr_0 = 9.9809e-04
Validation prc-auc = 0.036962
Epoch 3128
Loss = 1.0100e-02, PNorm = 276.5054, GNorm = 0.1644, lr_0 = 9.9809e-04
Validation prc-auc = 0.048048
Epoch 3129
Loss = 9.5520e-03, PNorm = 276.5414, GNorm = 0.3189, lr_0 = 9.9809e-04
Loss = 1.7821e-02, PNorm = 276.5875, GNorm = 0.1648, lr_0 = 9.9809e-04
Validation prc-auc = 0.050050
Epoch 3130
Loss = 2.5226e-02, PNorm = 276.6225, GNorm = 2.1685, lr_0 = 9.9809e-04
Validation prc-auc = 0.049222
Epoch 3131
Loss = 1.6755e-02, PNorm = 276.6610, GNorm = 0.2837, lr_0 = 9.9809e-04
Validation prc-auc = 0.041479
Epoch 3132
Loss = 4.8040e-02, PNorm = 276.7022, GNorm = 0.5114, lr_0 = 9.9809e-04
Validation prc-auc = 0.046700
Epoch 3133
Loss = 4.8682e-02, PNorm = 276.7549, GNorm = 0.6979, lr_0 = 9.9809e-04
Validation prc-auc = 0.037280
Epoch 3134
Loss = 1.0731e-02, PNorm = 276.8169, GNorm = 0.2729, lr_0 = 9.9809e-04
Validation prc-auc = 0.032719
Epoch 3135
Loss = 4.6016e-02, PNorm = 276.8688, GNorm = 0.0771, lr_0 = 9.9809e-04
Validation prc-auc = 0.033518
Epoch 3136
Loss = 7.3444e-02, PNorm = 276.9249, GNorm = 1.4039, lr_0 = 9.9809e-04
Validation prc-auc = 0.028428
Epoch 3137
Loss = 1.8590e-02, PNorm = 276.9909, GNorm = 2.4225, lr_0 = 9.9809e-04
Validation prc-auc = 0.043410
Epoch 3138
Loss = 6.3336e-02, PNorm = 277.0453, GNorm = 1.2804, lr_0 = 9.9809e-04
Validation prc-auc = 0.048232
Epoch 3139
Loss = 1.3666e-02, PNorm = 277.0981, GNorm = 0.3639, lr_0 = 9.9808e-04
Loss = 3.2924e-02, PNorm = 277.1395, GNorm = 1.2312, lr_0 = 9.9808e-04
Validation prc-auc = 0.058708
Epoch 3140
Loss = 3.7154e-02, PNorm = 277.1808, GNorm = 1.4710, lr_0 = 9.9808e-04
Validation prc-auc = 0.055225
Epoch 3141
Loss = 4.3410e-02, PNorm = 277.2225, GNorm = 0.1457, lr_0 = 9.9808e-04
Validation prc-auc = 0.056880
Epoch 3142
Loss = 5.3913e-02, PNorm = 277.2598, GNorm = 0.9805, lr_0 = 9.9808e-04
Validation prc-auc = 0.060476
Epoch 3143
Loss = 3.2790e-02, PNorm = 277.2992, GNorm = 1.5955, lr_0 = 9.9808e-04
Validation prc-auc = 0.056390
Epoch 3144
Loss = 1.2264e-02, PNorm = 277.3443, GNorm = 0.5298, lr_0 = 9.9808e-04
Validation prc-auc = 0.055370
Epoch 3145
Loss = 1.8617e-02, PNorm = 277.3918, GNorm = 0.1961, lr_0 = 9.9808e-04
Validation prc-auc = 0.063999
Epoch 3146
Loss = 3.8941e-02, PNorm = 277.4383, GNorm = 3.1625, lr_0 = 9.9808e-04
Validation prc-auc = 0.056934
Epoch 3147
Loss = 4.4749e-02, PNorm = 277.4879, GNorm = 0.3969, lr_0 = 9.9808e-04
Validation prc-auc = 0.054360
Epoch 3148
Loss = 2.2338e-02, PNorm = 277.5455, GNorm = 0.5155, lr_0 = 9.9808e-04
Validation prc-auc = 0.049066
Epoch 3149
Loss = 1.2158e-02, PNorm = 277.5936, GNorm = 0.3439, lr_0 = 9.9808e-04
Loss = 3.0766e-02, PNorm = 277.6302, GNorm = 0.1636, lr_0 = 9.9808e-04
Validation prc-auc = 0.048737
Epoch 3150
Loss = 4.6748e-02, PNorm = 277.6700, GNorm = 0.8705, lr_0 = 9.9808e-04
Validation prc-auc = 0.043894
Epoch 3151
Loss = 2.7338e-02, PNorm = 277.7168, GNorm = 0.1861, lr_0 = 9.9808e-04
Validation prc-auc = 0.053989
Epoch 3152
Loss = 2.7625e-02, PNorm = 277.7576, GNorm = 0.1754, lr_0 = 9.9807e-04
Validation prc-auc = 0.052831
Epoch 3153
Loss = 4.5723e-02, PNorm = 277.7962, GNorm = 1.3756, lr_0 = 9.9807e-04
Validation prc-auc = 0.046664
Epoch 3154
Loss = 4.2410e-02, PNorm = 277.8407, GNorm = 0.6390, lr_0 = 9.9807e-04
Validation prc-auc = 0.036730
Epoch 3155
Loss = 4.0923e-02, PNorm = 277.9031, GNorm = 1.4153, lr_0 = 9.9807e-04
Validation prc-auc = 0.043978
Epoch 3156
Loss = 1.7084e-02, PNorm = 277.9601, GNorm = 1.6060, lr_0 = 9.9807e-04
Validation prc-auc = 0.051202
Epoch 3157
Loss = 7.9524e-02, PNorm = 278.0042, GNorm = 1.8477, lr_0 = 9.9807e-04
Validation prc-auc = 0.052464
Epoch 3158
Loss = 1.2331e-02, PNorm = 278.0573, GNorm = 0.2325, lr_0 = 9.9807e-04
Validation prc-auc = 0.056314
Epoch 3159
Loss = 6.8647e-02, PNorm = 278.0999, GNorm = 1.7604, lr_0 = 9.9807e-04
Loss = 3.1341e-02, PNorm = 278.1381, GNorm = 0.8032, lr_0 = 9.9807e-04
Validation prc-auc = 0.056309
Epoch 3160
Loss = 3.4310e-02, PNorm = 278.1746, GNorm = 1.9091, lr_0 = 9.9807e-04
Validation prc-auc = 0.065009
Epoch 3161
Loss = 2.6061e-02, PNorm = 278.2189, GNorm = 0.9078, lr_0 = 9.9807e-04
Validation prc-auc = 0.055928
Epoch 3162
Loss = 1.5431e-02, PNorm = 278.2616, GNorm = 0.6605, lr_0 = 9.9807e-04
Validation prc-auc = 0.056925
Epoch 3163
Loss = 1.3402e-02, PNorm = 278.2971, GNorm = 1.0922, lr_0 = 9.9807e-04
Validation prc-auc = 0.056883
Epoch 3164
Loss = 2.5768e-02, PNorm = 278.3332, GNorm = 1.9610, lr_0 = 9.9807e-04
Validation prc-auc = 0.061622
Epoch 3165
Loss = 3.1674e-02, PNorm = 278.3690, GNorm = 1.7665, lr_0 = 9.9807e-04
Validation prc-auc = 0.062056
Epoch 3166
Loss = 3.3029e-02, PNorm = 278.4093, GNorm = 0.1281, lr_0 = 9.9806e-04
Validation prc-auc = 0.052415
Epoch 3167
Loss = 1.2761e-02, PNorm = 278.4407, GNorm = 0.0911, lr_0 = 9.9806e-04
Validation prc-auc = 0.055472
Epoch 3168
Loss = 5.0472e-02, PNorm = 278.4689, GNorm = 0.9757, lr_0 = 9.9806e-04
Validation prc-auc = 0.053265
Epoch 3169
Loss = 1.9396e-02, PNorm = 278.4994, GNorm = 1.6531, lr_0 = 9.9806e-04
Loss = 2.4387e-02, PNorm = 278.5371, GNorm = 0.2310, lr_0 = 9.9806e-04
Validation prc-auc = 0.052804
Epoch 3170
Loss = 6.2973e-02, PNorm = 278.5709, GNorm = 1.8421, lr_0 = 9.9806e-04
Validation prc-auc = 0.045770
Epoch 3171
Loss = 3.8731e-02, PNorm = 278.6092, GNorm = 0.4313, lr_0 = 9.9806e-04
Validation prc-auc = 0.042566
Epoch 3172
Loss = 3.4793e-02, PNorm = 278.6472, GNorm = 0.8671, lr_0 = 9.9806e-04
Validation prc-auc = 0.034575
Epoch 3173
Loss = 2.8116e-02, PNorm = 278.6851, GNorm = 0.6186, lr_0 = 9.9806e-04
Validation prc-auc = 0.033374
Epoch 3174
Loss = 3.6795e-02, PNorm = 278.7189, GNorm = 1.7358, lr_0 = 9.9806e-04
Validation prc-auc = 0.039298
Epoch 3175
Loss = 2.2510e-02, PNorm = 278.7605, GNorm = 1.0531, lr_0 = 9.9806e-04
Validation prc-auc = 0.046851
Epoch 3176
Loss = 1.8242e-02, PNorm = 278.7977, GNorm = 0.5943, lr_0 = 9.9806e-04
Validation prc-auc = 0.052961
Epoch 3177
Loss = 2.9996e-02, PNorm = 278.8281, GNorm = 0.1518, lr_0 = 9.9806e-04
Validation prc-auc = 0.041083
Epoch 3178
Loss = 2.5796e-02, PNorm = 278.8638, GNorm = 0.8843, lr_0 = 9.9806e-04
Validation prc-auc = 0.038473
Epoch 3179
Loss = 2.0938e-02, PNorm = 278.9104, GNorm = 0.9228, lr_0 = 9.9805e-04
Loss = 3.7892e-02, PNorm = 278.9588, GNorm = 1.0236, lr_0 = 9.9805e-04
Validation prc-auc = 0.049857
Epoch 3180
Loss = 2.8750e-02, PNorm = 279.0006, GNorm = 0.2703, lr_0 = 9.9805e-04
Validation prc-auc = 0.050962
Epoch 3181
Loss = 3.9620e-02, PNorm = 279.0319, GNorm = 3.2374, lr_0 = 9.9805e-04
Validation prc-auc = 0.047884
Epoch 3182
Loss = 9.2330e-03, PNorm = 279.0681, GNorm = 1.0444, lr_0 = 9.9805e-04
Validation prc-auc = 0.051493
Epoch 3183
Loss = 1.5174e-02, PNorm = 279.0958, GNorm = 0.6211, lr_0 = 9.9805e-04
Validation prc-auc = 0.050358
Epoch 3184
Loss = 5.2520e-02, PNorm = 279.1254, GNorm = 0.2074, lr_0 = 9.9805e-04
Validation prc-auc = 0.037031
Epoch 3185
Loss = 2.8237e-02, PNorm = 279.1665, GNorm = 0.5944, lr_0 = 9.9805e-04
Validation prc-auc = 0.037272
Epoch 3186
Loss = 1.9656e-02, PNorm = 279.2038, GNorm = 0.0810, lr_0 = 9.9805e-04
Validation prc-auc = 0.040707
Epoch 3187
Loss = 2.9048e-02, PNorm = 279.2340, GNorm = 0.3933, lr_0 = 9.9805e-04
Validation prc-auc = 0.039262
Epoch 3188
Loss = 4.8375e-02, PNorm = 279.2584, GNorm = 0.0700, lr_0 = 9.9805e-04
Validation prc-auc = 0.053103
Epoch 3189
Loss = 1.4163e-04, PNorm = 279.2889, GNorm = 0.0061, lr_0 = 9.9805e-04
Loss = 3.2373e-02, PNorm = 279.3258, GNorm = 0.4892, lr_0 = 9.9805e-04
Validation prc-auc = 0.044163
Epoch 3190
Loss = 5.0612e-02, PNorm = 279.3637, GNorm = 0.4433, lr_0 = 9.9805e-04
Validation prc-auc = 0.041580
Epoch 3191
Loss = 6.2032e-02, PNorm = 279.4074, GNorm = 1.5224, lr_0 = 9.9805e-04
Validation prc-auc = 0.039402
Epoch 3192
Loss = 3.0762e-02, PNorm = 279.4524, GNorm = 0.6506, lr_0 = 9.9804e-04
Validation prc-auc = 0.032886
Epoch 3193
Loss = 2.4401e-02, PNorm = 279.5027, GNorm = 0.0895, lr_0 = 9.9804e-04
Validation prc-auc = 0.032485
Epoch 3194
Loss = 6.5644e-02, PNorm = 279.5513, GNorm = 0.1899, lr_0 = 9.9804e-04
Validation prc-auc = 0.033417
Epoch 3195
Loss = 3.1870e-02, PNorm = 279.5990, GNorm = 0.8675, lr_0 = 9.9804e-04
Validation prc-auc = 0.037035
Epoch 3196
Loss = 5.9566e-02, PNorm = 279.6421, GNorm = 2.4120, lr_0 = 9.9804e-04
Validation prc-auc = 0.042506
Epoch 3197
Loss = 1.4922e-02, PNorm = 279.6772, GNorm = 0.1296, lr_0 = 9.9804e-04
Validation prc-auc = 0.041546
Epoch 3198
Loss = 2.5570e-02, PNorm = 279.7056, GNorm = 2.4890, lr_0 = 9.9804e-04
Validation prc-auc = 0.044644
Epoch 3199
Loss = 1.3045e-01, PNorm = 279.7457, GNorm = 2.7153, lr_0 = 9.9804e-04
Loss = 2.5103e-02, PNorm = 279.7930, GNorm = 0.4708, lr_0 = 9.9804e-04
Validation prc-auc = 0.040706
Epoch 3200
Loss = 2.7071e-02, PNorm = 279.8285, GNorm = 1.6071, lr_0 = 9.9804e-04
Validation prc-auc = 0.040297
Epoch 3201
Loss = 3.3848e-02, PNorm = 279.8626, GNorm = 1.4393, lr_0 = 9.9804e-04
Validation prc-auc = 0.039858
Epoch 3202
Loss = 4.2696e-02, PNorm = 279.8958, GNorm = 1.3038, lr_0 = 9.9804e-04
Validation prc-auc = 0.030376
Epoch 3203
Loss = 3.3583e-02, PNorm = 279.9383, GNorm = 1.1836, lr_0 = 9.9804e-04
Validation prc-auc = 0.033274
Epoch 3204
Loss = 3.4612e-02, PNorm = 279.9803, GNorm = 0.5812, lr_0 = 9.9804e-04
Validation prc-auc = 0.035531
Epoch 3205
Loss = 6.6799e-02, PNorm = 280.0292, GNorm = 0.3921, lr_0 = 9.9803e-04
Validation prc-auc = 0.033228
Epoch 3206
Loss = 3.8058e-02, PNorm = 280.0707, GNorm = 1.5252, lr_0 = 9.9803e-04
Validation prc-auc = 0.040498
Epoch 3207
Loss = 4.6430e-02, PNorm = 280.1105, GNorm = 0.2957, lr_0 = 9.9803e-04
Validation prc-auc = 0.039612
Epoch 3208
Loss = 4.0186e-02, PNorm = 280.1545, GNorm = 0.2341, lr_0 = 9.9803e-04
Validation prc-auc = 0.036281
Epoch 3209
Loss = 3.8636e-02, PNorm = 280.1929, GNorm = 0.8716, lr_0 = 9.9803e-04
Loss = 1.9654e-02, PNorm = 280.2207, GNorm = 1.8574, lr_0 = 9.9803e-04
Validation prc-auc = 0.041775
Epoch 3210
Loss = 8.3803e-03, PNorm = 280.2423, GNorm = 0.3572, lr_0 = 9.9803e-04
Validation prc-auc = 0.043520
Epoch 3211
Loss = 1.9927e-02, PNorm = 280.2606, GNorm = 0.1274, lr_0 = 9.9803e-04
Validation prc-auc = 0.053079
Epoch 3212
Loss = 2.7021e-02, PNorm = 280.2825, GNorm = 1.7608, lr_0 = 9.9803e-04
Validation prc-auc = 0.047500
Epoch 3213
Loss = 9.8560e-03, PNorm = 280.3086, GNorm = 0.4118, lr_0 = 9.9803e-04
Validation prc-auc = 0.051914
Epoch 3214
Loss = 1.3868e-02, PNorm = 280.3383, GNorm = 0.0595, lr_0 = 9.9803e-04
Validation prc-auc = 0.051496
Epoch 3215
Loss = 4.3741e-02, PNorm = 280.3735, GNorm = 0.3423, lr_0 = 9.9803e-04
Validation prc-auc = 0.059658
Epoch 3216
Loss = 2.2263e-02, PNorm = 280.4229, GNorm = 1.6496, lr_0 = 9.9803e-04
Validation prc-auc = 0.060015
Epoch 3217
Loss = 6.2633e-02, PNorm = 280.4714, GNorm = 0.2111, lr_0 = 9.9803e-04
Validation prc-auc = 0.060884
Epoch 3218
Loss = 9.3494e-03, PNorm = 280.5222, GNorm = 0.6541, lr_0 = 9.9803e-04
Validation prc-auc = 0.055553
Epoch 3219
Loss = 4.9867e-03, PNorm = 280.5650, GNorm = 0.2426, lr_0 = 9.9802e-04
Loss = 4.1122e-02, PNorm = 280.6042, GNorm = 1.1178, lr_0 = 9.9802e-04
Validation prc-auc = 0.052067
Epoch 3220
Loss = 2.8637e-02, PNorm = 280.6461, GNorm = 1.7324, lr_0 = 9.9802e-04
Validation prc-auc = 0.052920
Epoch 3221
Loss = 6.0009e-02, PNorm = 280.6931, GNorm = 2.1269, lr_0 = 9.9802e-04
Validation prc-auc = 0.053560
Epoch 3222
Loss = 3.8802e-02, PNorm = 280.7489, GNorm = 2.1294, lr_0 = 9.9802e-04
Validation prc-auc = 0.048939
Epoch 3223
Loss = 1.7655e-02, PNorm = 280.8012, GNorm = 0.7681, lr_0 = 9.9802e-04
Validation prc-auc = 0.048827
Epoch 3224
Loss = 4.8522e-02, PNorm = 280.8462, GNorm = 1.7152, lr_0 = 9.9802e-04
Validation prc-auc = 0.049726
Epoch 3225
Loss = 1.3808e-02, PNorm = 280.8887, GNorm = 0.9359, lr_0 = 9.9802e-04
Validation prc-auc = 0.061604
Epoch 3226
Loss = 2.7692e-02, PNorm = 280.9287, GNorm = 0.2074, lr_0 = 9.9802e-04
Validation prc-auc = 0.060870
Epoch 3227
Loss = 1.5033e-02, PNorm = 280.9761, GNorm = 0.1665, lr_0 = 9.9802e-04
Validation prc-auc = 0.067671
Epoch 3228
Loss = 2.0273e-01, PNorm = 281.0246, GNorm = 2.9996, lr_0 = 9.9802e-04
Validation prc-auc = 0.068292
Epoch 3229
Loss = 1.4439e-02, PNorm = 281.0908, GNorm = 0.5084, lr_0 = 9.9802e-04
Loss = 3.7818e-02, PNorm = 281.1464, GNorm = 0.7724, lr_0 = 9.9802e-04
Validation prc-auc = 0.064253
Epoch 3230
Loss = 3.4255e-02, PNorm = 281.1858, GNorm = 1.6049, lr_0 = 9.9802e-04
Validation prc-auc = 0.067181
Epoch 3231
Loss = 3.8784e-02, PNorm = 281.2303, GNorm = 0.7075, lr_0 = 9.9801e-04
Validation prc-auc = 0.062243
Epoch 3232
Loss = 1.0812e-02, PNorm = 281.2738, GNorm = 0.3130, lr_0 = 9.9801e-04
Validation prc-auc = 0.065526
Epoch 3233
Loss = 2.8480e-02, PNorm = 281.3087, GNorm = 0.8993, lr_0 = 9.9801e-04
Validation prc-auc = 0.062628
Epoch 3234
Loss = 4.8271e-02, PNorm = 281.3558, GNorm = 0.2780, lr_0 = 9.9801e-04
Validation prc-auc = 0.048864
Epoch 3235
Loss = 2.4205e-02, PNorm = 281.4152, GNorm = 0.4109, lr_0 = 9.9801e-04
Validation prc-auc = 0.041007
Epoch 3236
Loss = 2.6975e-02, PNorm = 281.4729, GNorm = 0.1992, lr_0 = 9.9801e-04
Validation prc-auc = 0.041467
Epoch 3237
Loss = 1.2523e-02, PNorm = 281.5392, GNorm = 0.1787, lr_0 = 9.9801e-04
Validation prc-auc = 0.031251
Epoch 3238
Loss = 3.3369e-02, PNorm = 281.5989, GNorm = 2.5724, lr_0 = 9.9801e-04
Validation prc-auc = 0.031108
Epoch 3239
Loss = 3.2436e-02, PNorm = 281.6555, GNorm = 1.3941, lr_0 = 9.9801e-04
Loss = 4.0223e-02, PNorm = 281.7281, GNorm = 0.2878, lr_0 = 9.9801e-04
Validation prc-auc = 0.033198
Epoch 3240
Loss = 4.4831e-02, PNorm = 281.8053, GNorm = 0.3192, lr_0 = 9.9801e-04
Validation prc-auc = 0.040590
Epoch 3241
Loss = 3.6889e-02, PNorm = 281.8723, GNorm = 1.6308, lr_0 = 9.9801e-04
Validation prc-auc = 0.051051
Epoch 3242
Loss = 3.3717e-02, PNorm = 281.9227, GNorm = 1.3815, lr_0 = 9.9801e-04
Validation prc-auc = 0.047160
Epoch 3243
Loss = 3.1912e-02, PNorm = 281.9762, GNorm = 0.7360, lr_0 = 9.9801e-04
Validation prc-auc = 0.044439
Epoch 3244
Loss = 4.2431e-02, PNorm = 282.0202, GNorm = 0.6741, lr_0 = 9.9801e-04
Validation prc-auc = 0.048333
Epoch 3245
Loss = 2.5855e-02, PNorm = 282.0707, GNorm = 0.3566, lr_0 = 9.9800e-04
Validation prc-auc = 0.046215
Epoch 3246
Loss = 3.2052e-02, PNorm = 282.1157, GNorm = 0.2228, lr_0 = 9.9800e-04
Validation prc-auc = 0.046566
Epoch 3247
Loss = 1.0681e-01, PNorm = 282.1604, GNorm = 2.1170, lr_0 = 9.9800e-04
Validation prc-auc = 0.044410
Epoch 3248
Loss = 1.1479e-02, PNorm = 282.2036, GNorm = 0.2520, lr_0 = 9.9800e-04
Validation prc-auc = 0.041256
Epoch 3249
Loss = 4.2416e-03, PNorm = 282.2423, GNorm = 0.1659, lr_0 = 9.9800e-04
Loss = 6.1616e-02, PNorm = 282.2802, GNorm = 1.6782, lr_0 = 9.9800e-04
Validation prc-auc = 0.038987
Epoch 3250
Loss = 5.0388e-02, PNorm = 282.3331, GNorm = 0.4953, lr_0 = 9.9800e-04
Validation prc-auc = 0.033282
Epoch 3251
Loss = 4.7117e-02, PNorm = 282.3809, GNorm = 0.9044, lr_0 = 9.9800e-04
Validation prc-auc = 0.040495
Epoch 3252
Loss = 1.7569e-02, PNorm = 282.4221, GNorm = 0.5497, lr_0 = 9.9800e-04
Validation prc-auc = 0.041683
Epoch 3253
Loss = 2.5192e-02, PNorm = 282.4676, GNorm = 1.3345, lr_0 = 9.9800e-04
Validation prc-auc = 0.053831
Epoch 3254
Loss = 2.7509e-02, PNorm = 282.5074, GNorm = 0.2389, lr_0 = 9.9800e-04
Validation prc-auc = 0.058314
Epoch 3255
Loss = 1.1774e-02, PNorm = 282.5415, GNorm = 0.4292, lr_0 = 9.9800e-04
Validation prc-auc = 0.064960
Epoch 3256
Loss = 5.5105e-02, PNorm = 282.5745, GNorm = 1.0213, lr_0 = 9.9800e-04
Validation prc-auc = 0.070300
Epoch 3257
Loss = 3.8306e-02, PNorm = 282.6112, GNorm = 0.8720, lr_0 = 9.9800e-04
Validation prc-auc = 0.069689
Epoch 3258
Loss = 2.7582e-02, PNorm = 282.6473, GNorm = 1.9568, lr_0 = 9.9799e-04
Validation prc-auc = 0.062435
Epoch 3259
Loss = 1.0420e-01, PNorm = 282.6794, GNorm = 1.1468, lr_0 = 9.9799e-04
Loss = 3.9015e-02, PNorm = 282.7142, GNorm = 0.9733, lr_0 = 9.9799e-04
Validation prc-auc = 0.073279
Epoch 3260
Loss = 2.1940e-02, PNorm = 282.7532, GNorm = 0.1217, lr_0 = 9.9799e-04
Validation prc-auc = 0.060153
Epoch 3261
Loss = 3.7652e-02, PNorm = 282.7937, GNorm = 0.2336, lr_0 = 9.9799e-04
Validation prc-auc = 0.049171
Epoch 3262
Loss = 5.6680e-02, PNorm = 282.8293, GNorm = 0.4583, lr_0 = 9.9799e-04
Validation prc-auc = 0.048954
Epoch 3263
Loss = 4.6525e-02, PNorm = 282.8739, GNorm = 1.0469, lr_0 = 9.9799e-04
Validation prc-auc = 0.047302
Epoch 3264
Loss = 2.4152e-02, PNorm = 282.9128, GNorm = 1.0126, lr_0 = 9.9799e-04
Validation prc-auc = 0.047979
Epoch 3265
Loss = 1.3434e-02, PNorm = 282.9524, GNorm = 0.2811, lr_0 = 9.9799e-04
Validation prc-auc = 0.045820
Epoch 3266
Loss = 1.7213e-02, PNorm = 282.9925, GNorm = 1.0203, lr_0 = 9.9799e-04
Validation prc-auc = 0.053833
Epoch 3267
Loss = 1.1284e-01, PNorm = 283.0356, GNorm = 2.2703, lr_0 = 9.9799e-04
Validation prc-auc = 0.055490
Epoch 3268
Loss = 5.3863e-02, PNorm = 283.0847, GNorm = 0.3156, lr_0 = 9.9799e-04
Validation prc-auc = 0.051336
Epoch 3269
Loss = 4.0370e-02, PNorm = 283.1319, GNorm = 1.3263, lr_0 = 9.9799e-04
Loss = 1.3106e-02, PNorm = 283.1683, GNorm = 0.7445, lr_0 = 9.9799e-04
Validation prc-auc = 0.047640
Epoch 3270
Loss = 3.4689e-02, PNorm = 283.2060, GNorm = 0.1461, lr_0 = 9.9799e-04
Validation prc-auc = 0.049487
Epoch 3271
Loss = 3.8767e-02, PNorm = 283.2554, GNorm = 0.1167, lr_0 = 9.9798e-04
Validation prc-auc = 0.052598
Epoch 3272
Loss = 1.6448e-02, PNorm = 283.3044, GNorm = 1.1595, lr_0 = 9.9798e-04
Validation prc-auc = 0.051761
Epoch 3273
Loss = 4.2234e-02, PNorm = 283.3445, GNorm = 0.8432, lr_0 = 9.9798e-04
Validation prc-auc = 0.054968
Epoch 3274
Loss = 3.4971e-02, PNorm = 283.3807, GNorm = 1.8066, lr_0 = 9.9798e-04
Validation prc-auc = 0.060678
Epoch 3275
Loss = 2.4678e-02, PNorm = 283.4180, GNorm = 1.7350, lr_0 = 9.9798e-04
Validation prc-auc = 0.054228
Epoch 3276
Loss = 4.4342e-02, PNorm = 283.4607, GNorm = 0.2511, lr_0 = 9.9798e-04
Validation prc-auc = 0.057098
Epoch 3277
Loss = 5.5149e-02, PNorm = 283.4981, GNorm = 0.0648, lr_0 = 9.9798e-04
Validation prc-auc = 0.050298
Epoch 3278
Loss = 5.2386e-02, PNorm = 283.5432, GNorm = 0.2871, lr_0 = 9.9798e-04
Validation prc-auc = 0.044080
Epoch 3279
Loss = 3.4201e-03, PNorm = 283.5891, GNorm = 0.1307, lr_0 = 9.9798e-04
Loss = 3.4962e-02, PNorm = 283.6269, GNorm = 0.4485, lr_0 = 9.9798e-04
Validation prc-auc = 0.043144
Epoch 3280
Loss = 5.2167e-02, PNorm = 283.6616, GNorm = 2.0968, lr_0 = 9.9798e-04
Validation prc-auc = 0.045006
Epoch 3281
Loss = 3.5194e-02, PNorm = 283.7042, GNorm = 0.8327, lr_0 = 9.9798e-04
Validation prc-auc = 0.040887
Epoch 3282
Loss = 1.6405e-02, PNorm = 283.7439, GNorm = 0.1369, lr_0 = 9.9798e-04
Validation prc-auc = 0.045557
Epoch 3283
Loss = 5.3219e-02, PNorm = 283.7806, GNorm = 1.5141, lr_0 = 9.9798e-04
Validation prc-auc = 0.061076
Epoch 3284
Loss = 2.9855e-02, PNorm = 283.8233, GNorm = 0.2644, lr_0 = 9.9798e-04
Validation prc-auc = 0.063549
Epoch 3285
Loss = 4.2070e-02, PNorm = 283.8590, GNorm = 0.1375, lr_0 = 9.9797e-04
Validation prc-auc = 0.064287
Epoch 3286
Loss = 6.2451e-02, PNorm = 283.8969, GNorm = 1.6037, lr_0 = 9.9797e-04
Validation prc-auc = 0.061511
Epoch 3287
Loss = 5.1183e-02, PNorm = 283.9511, GNorm = 0.3464, lr_0 = 9.9797e-04
Validation prc-auc = 0.061704
Epoch 3288
Loss = 1.7656e-02, PNorm = 284.0017, GNorm = 0.4981, lr_0 = 9.9797e-04
Validation prc-auc = 0.064223
Epoch 3289
Loss = 7.4491e-03, PNorm = 284.0403, GNorm = 0.3076, lr_0 = 9.9797e-04
Loss = 1.2594e-02, PNorm = 284.0671, GNorm = 0.3854, lr_0 = 9.9797e-04
Validation prc-auc = 0.064393
Epoch 3290
Loss = 4.7912e-02, PNorm = 284.1029, GNorm = 0.4278, lr_0 = 9.9797e-04
Validation prc-auc = 0.063120
Epoch 3291
Loss = 8.2132e-02, PNorm = 284.1628, GNorm = 1.9894, lr_0 = 9.9797e-04
Validation prc-auc = 0.057347
Epoch 3292
Loss = 3.3015e-02, PNorm = 284.2414, GNorm = 1.0011, lr_0 = 9.9797e-04
Validation prc-auc = 0.064033
Epoch 3293
Loss = 3.0063e-02, PNorm = 284.3026, GNorm = 0.2519, lr_0 = 9.9797e-04
Validation prc-auc = 0.062753
Epoch 3294
Loss = 2.7268e-02, PNorm = 284.3505, GNorm = 0.0625, lr_0 = 9.9797e-04
Validation prc-auc = 0.060968
Epoch 3295
Loss = 2.1431e-02, PNorm = 284.3955, GNorm = 0.1681, lr_0 = 9.9797e-04
Validation prc-auc = 0.069038
Epoch 3296
Loss = 3.4115e-02, PNorm = 284.4417, GNorm = 0.6032, lr_0 = 9.9797e-04
Validation prc-auc = 0.067960
Epoch 3297
Loss = 2.2529e-02, PNorm = 284.4905, GNorm = 0.5202, lr_0 = 9.9797e-04
Validation prc-auc = 0.073181
Epoch 3298
Loss = 1.0910e-01, PNorm = 284.5464, GNorm = 1.1394, lr_0 = 9.9796e-04
Validation prc-auc = 0.073600
Epoch 3299
Loss = 2.2523e-02, PNorm = 284.6131, GNorm = 0.6176, lr_0 = 9.9796e-04
Loss = 4.9282e-02, PNorm = 284.6642, GNorm = 1.8750, lr_0 = 9.9796e-04
Validation prc-auc = 0.074437
Epoch 3300
Loss = 2.3727e-02, PNorm = 284.7063, GNorm = 1.0840, lr_0 = 9.9796e-04
Validation prc-auc = 0.075883
Epoch 3301
Loss = 4.0121e-02, PNorm = 284.7509, GNorm = 1.7226, lr_0 = 9.9796e-04
Validation prc-auc = 0.076640
Epoch 3302
Loss = 2.1737e-02, PNorm = 284.7969, GNorm = 0.8689, lr_0 = 9.9796e-04
Validation prc-auc = 0.078209
Epoch 3303
Loss = 4.1978e-02, PNorm = 284.8327, GNorm = 0.3412, lr_0 = 9.9796e-04
Validation prc-auc = 0.067426
Epoch 3304
Loss = 4.9221e-02, PNorm = 284.8871, GNorm = 0.3428, lr_0 = 9.9796e-04
Validation prc-auc = 0.061195
Epoch 3305
Loss = 4.8742e-02, PNorm = 284.9502, GNorm = 0.5055, lr_0 = 9.9796e-04
Validation prc-auc = 0.039803
Epoch 3306
Loss = 1.7768e-02, PNorm = 284.9965, GNorm = 0.9090, lr_0 = 9.9796e-04
Validation prc-auc = 0.037380
Epoch 3307
Loss = 2.4050e-02, PNorm = 285.0298, GNorm = 0.9769, lr_0 = 9.9796e-04
Validation prc-auc = 0.050841
Epoch 3308
Loss = 8.6663e-02, PNorm = 285.0583, GNorm = 3.3595, lr_0 = 9.9796e-04
Validation prc-auc = 0.043246
Epoch 3309
Loss = 5.1667e-02, PNorm = 285.0926, GNorm = 1.7299, lr_0 = 9.9796e-04
Loss = 4.8027e-02, PNorm = 285.1270, GNorm = 0.1448, lr_0 = 9.9796e-04
Validation prc-auc = 0.049043
Epoch 3310
Loss = 1.9322e-02, PNorm = 285.1701, GNorm = 0.1434, lr_0 = 9.9796e-04
Validation prc-auc = 0.045922
Epoch 3311
Loss = 4.4459e-02, PNorm = 285.2056, GNorm = 1.5675, lr_0 = 9.9795e-04
Validation prc-auc = 0.041846
Epoch 3312
Loss = 2.7690e-02, PNorm = 285.2474, GNorm = 1.4580, lr_0 = 9.9795e-04
Validation prc-auc = 0.046174
Epoch 3313
Loss = 1.1904e-02, PNorm = 285.2881, GNorm = 0.4326, lr_0 = 9.9795e-04
Validation prc-auc = 0.048414
Epoch 3314
Loss = 5.2433e-02, PNorm = 285.3223, GNorm = 0.0403, lr_0 = 9.9795e-04
Validation prc-auc = 0.040660
Epoch 3315
Loss = 3.8991e-02, PNorm = 285.3553, GNorm = 0.1615, lr_0 = 9.9795e-04
Validation prc-auc = 0.041085
Epoch 3316
Loss = 1.2517e-01, PNorm = 285.3950, GNorm = 2.8896, lr_0 = 9.9795e-04
Validation prc-auc = 0.042623
Epoch 3317
Loss = 1.4973e-02, PNorm = 285.4473, GNorm = 0.4618, lr_0 = 9.9795e-04
Validation prc-auc = 0.051376
Epoch 3318
Loss = 8.6616e-03, PNorm = 285.4813, GNorm = 0.2683, lr_0 = 9.9795e-04
Validation prc-auc = 0.056945
Epoch 3319
Loss = 4.1794e-02, PNorm = 285.5118, GNorm = 1.3409, lr_0 = 9.9795e-04
Loss = 3.7969e-02, PNorm = 285.5453, GNorm = 0.3786, lr_0 = 9.9795e-04
Validation prc-auc = 0.055157
Epoch 3320
Loss = 4.6131e-02, PNorm = 285.5827, GNorm = 1.5807, lr_0 = 9.9795e-04
Validation prc-auc = 0.052218
Epoch 3321
Loss = 3.1788e-02, PNorm = 285.6439, GNorm = 1.0925, lr_0 = 9.9795e-04
Validation prc-auc = 0.059659
Epoch 3322
Loss = 3.1988e-02, PNorm = 285.6936, GNorm = 1.5626, lr_0 = 9.9795e-04
Validation prc-auc = 0.057659
Epoch 3323
Loss = 4.0130e-02, PNorm = 285.7394, GNorm = 0.2157, lr_0 = 9.9795e-04
Validation prc-auc = 0.060385
Epoch 3324
Loss = 3.6058e-02, PNorm = 285.7843, GNorm = 0.3656, lr_0 = 9.9794e-04
Validation prc-auc = 0.062686
Epoch 3325
Loss = 3.6753e-02, PNorm = 285.8342, GNorm = 0.3868, lr_0 = 9.9794e-04
Validation prc-auc = 0.057476
Epoch 3326
Loss = 4.8590e-03, PNorm = 285.8875, GNorm = 0.2075, lr_0 = 9.9794e-04
Validation prc-auc = 0.050102
Epoch 3327
Loss = 3.2270e-02, PNorm = 285.9473, GNorm = 1.6220, lr_0 = 9.9794e-04
Validation prc-auc = 0.043425
Epoch 3328
Loss = 1.5432e-02, PNorm = 285.9980, GNorm = 0.8638, lr_0 = 9.9794e-04
Validation prc-auc = 0.044733
Epoch 3329
Loss = 1.7853e-02, PNorm = 286.0351, GNorm = 0.7408, lr_0 = 9.9794e-04
Loss = 3.6928e-02, PNorm = 286.0674, GNorm = 0.0583, lr_0 = 9.9794e-04
Validation prc-auc = 0.051458
Epoch 3330
Loss = 3.7069e-02, PNorm = 286.1079, GNorm = 1.6396, lr_0 = 9.9794e-04
Validation prc-auc = 0.047609
Epoch 3331
Loss = 4.2979e-02, PNorm = 286.1490, GNorm = 0.4113, lr_0 = 9.9794e-04
Validation prc-auc = 0.047971
Epoch 3332
Loss = 4.1653e-02, PNorm = 286.1887, GNorm = 0.6800, lr_0 = 9.9794e-04
Validation prc-auc = 0.068616
Epoch 3333
Loss = 1.2414e-02, PNorm = 286.2306, GNorm = 0.8956, lr_0 = 9.9794e-04
Validation prc-auc = 0.077567
Epoch 3334
Loss = 2.5094e-02, PNorm = 286.2721, GNorm = 0.7678, lr_0 = 9.9794e-04
Validation prc-auc = 0.073028
Epoch 3335
Loss = 2.5393e-02, PNorm = 286.3150, GNorm = 0.4211, lr_0 = 9.9794e-04
Validation prc-auc = 0.071765
Epoch 3336
Loss = 5.2751e-02, PNorm = 286.3428, GNorm = 1.9561, lr_0 = 9.9794e-04
Validation prc-auc = 0.072812
Epoch 3337
Loss = 3.8930e-02, PNorm = 286.3798, GNorm = 0.7229, lr_0 = 9.9794e-04
Validation prc-auc = 0.074371
Epoch 3338
Loss = 5.4683e-03, PNorm = 286.4217, GNorm = 0.2385, lr_0 = 9.9793e-04
Validation prc-auc = 0.071556
Epoch 3339
Loss = 5.4953e-02, PNorm = 286.4609, GNorm = 1.2538, lr_0 = 9.9793e-04
Loss = 4.7006e-02, PNorm = 286.4930, GNorm = 0.6158, lr_0 = 9.9793e-04
Validation prc-auc = 0.072142
Epoch 3340
Loss = 3.0619e-02, PNorm = 286.5188, GNorm = 1.8661, lr_0 = 9.9793e-04
Validation prc-auc = 0.074604
Epoch 3341
Loss = 5.4459e-02, PNorm = 286.5470, GNorm = 4.3790, lr_0 = 9.9793e-04
Validation prc-auc = 0.079663
Epoch 3342
Loss = 1.6734e-02, PNorm = 286.5890, GNorm = 0.7784, lr_0 = 9.9793e-04
Validation prc-auc = 0.076738
Epoch 3343
Loss = 2.6312e-02, PNorm = 286.6333, GNorm = 0.1141, lr_0 = 9.9793e-04
Validation prc-auc = 0.081772
Epoch 3344
Loss = 2.4606e-02, PNorm = 286.6763, GNorm = 0.9800, lr_0 = 9.9793e-04
Validation prc-auc = 0.086827
Epoch 3345
Loss = 5.2121e-02, PNorm = 286.7146, GNorm = 0.6490, lr_0 = 9.9793e-04
Validation prc-auc = 0.080960
Epoch 3346
Loss = 2.8361e-02, PNorm = 286.7528, GNorm = 0.0927, lr_0 = 9.9793e-04
Validation prc-auc = 0.060545
Epoch 3347
Loss = 1.4710e-02, PNorm = 286.7883, GNorm = 1.2442, lr_0 = 9.9793e-04
Validation prc-auc = 0.055034
Epoch 3348
Loss = 6.5737e-02, PNorm = 286.8328, GNorm = 1.8316, lr_0 = 9.9793e-04
Validation prc-auc = 0.055812
Epoch 3349
Loss = 1.1006e-02, PNorm = 286.8811, GNorm = 0.3414, lr_0 = 9.9793e-04
Loss = 4.3458e-02, PNorm = 286.9294, GNorm = 3.0540, lr_0 = 9.9793e-04
Validation prc-auc = 0.049560
Epoch 3350
Loss = 4.2978e-02, PNorm = 286.9779, GNorm = 0.2226, lr_0 = 9.9792e-04
Validation prc-auc = 0.044605
Epoch 3351
Loss = 2.1721e-02, PNorm = 287.0183, GNorm = 1.7054, lr_0 = 9.9792e-04
Validation prc-auc = 0.046788
Epoch 3352
Loss = 2.1636e-02, PNorm = 287.0557, GNorm = 1.3215, lr_0 = 9.9792e-04
Validation prc-auc = 0.052666
Epoch 3353
Loss = 2.5599e-02, PNorm = 287.0957, GNorm = 0.6009, lr_0 = 9.9792e-04
Validation prc-auc = 0.060589
Epoch 3354
Loss = 2.0616e-02, PNorm = 287.1331, GNorm = 1.2644, lr_0 = 9.9792e-04
Validation prc-auc = 0.075510
Epoch 3355
Loss = 3.8274e-02, PNorm = 287.1655, GNorm = 1.5775, lr_0 = 9.9792e-04
Validation prc-auc = 0.073477
Epoch 3356
Loss = 2.2839e-02, PNorm = 287.2089, GNorm = 0.6159, lr_0 = 9.9792e-04
Validation prc-auc = 0.079708
Epoch 3357
Loss = 4.9507e-02, PNorm = 287.2556, GNorm = 1.7096, lr_0 = 9.9792e-04
Validation prc-auc = 0.085065
Epoch 3358
Loss = 2.6096e-02, PNorm = 287.3086, GNorm = 1.5872, lr_0 = 9.9792e-04
Validation prc-auc = 0.072952
Epoch 3359
Loss = 4.6206e-02, PNorm = 287.3516, GNorm = 1.3788, lr_0 = 9.9792e-04
Loss = 3.5965e-02, PNorm = 287.3959, GNorm = 2.2447, lr_0 = 9.9792e-04
Validation prc-auc = 0.052538
Epoch 3360
Loss = 2.7237e-02, PNorm = 287.4434, GNorm = 0.2674, lr_0 = 9.9792e-04
Validation prc-auc = 0.054024
Epoch 3361
Loss = 1.7101e-02, PNorm = 287.4823, GNorm = 1.7384, lr_0 = 9.9792e-04
Validation prc-auc = 0.055823
Epoch 3362
Loss = 4.4563e-02, PNorm = 287.5199, GNorm = 2.1785, lr_0 = 9.9792e-04
Validation prc-auc = 0.047678
Epoch 3363
Loss = 3.6117e-02, PNorm = 287.5738, GNorm = 0.1281, lr_0 = 9.9792e-04
Validation prc-auc = 0.046283
Epoch 3364
Loss = 2.2153e-02, PNorm = 287.6325, GNorm = 0.1828, lr_0 = 9.9791e-04
Validation prc-auc = 0.045868
Epoch 3365
Loss = 1.9975e-02, PNorm = 287.6769, GNorm = 2.1496, lr_0 = 9.9791e-04
Validation prc-auc = 0.061718
Epoch 3366
Loss = 7.6248e-03, PNorm = 287.7122, GNorm = 0.1288, lr_0 = 9.9791e-04
Validation prc-auc = 0.066931
Epoch 3367
Loss = 2.9010e-02, PNorm = 287.7403, GNorm = 1.5532, lr_0 = 9.9791e-04
Validation prc-auc = 0.066191
Epoch 3368
Loss = 1.4775e-01, PNorm = 287.7759, GNorm = 1.5259, lr_0 = 9.9791e-04
Validation prc-auc = 0.049216
Epoch 3369
Loss = 6.0657e-03, PNorm = 287.8201, GNorm = 0.1887, lr_0 = 9.9791e-04
Loss = 3.7154e-02, PNorm = 287.8682, GNorm = 0.3579, lr_0 = 9.9791e-04
Validation prc-auc = 0.040635
Epoch 3370
Loss = 1.6911e-02, PNorm = 287.9037, GNorm = 0.5135, lr_0 = 9.9791e-04
Validation prc-auc = 0.038930
Epoch 3371
Loss = 2.0590e-02, PNorm = 287.9346, GNorm = 0.1542, lr_0 = 9.9791e-04
Validation prc-auc = 0.056593
Epoch 3372
Loss = 3.1113e-02, PNorm = 287.9692, GNorm = 0.1130, lr_0 = 9.9791e-04
Validation prc-auc = 0.056669
Epoch 3373
Loss = 4.3029e-02, PNorm = 288.0024, GNorm = 1.5965, lr_0 = 9.9791e-04
Validation prc-auc = 0.058274
Epoch 3374
Loss = 2.7773e-02, PNorm = 288.0378, GNorm = 1.0996, lr_0 = 9.9791e-04
Validation prc-auc = 0.054889
Epoch 3375
Loss = 4.5392e-02, PNorm = 288.0702, GNorm = 1.7288, lr_0 = 9.9791e-04
Validation prc-auc = 0.063342
Epoch 3376
Loss = 1.6216e-02, PNorm = 288.1040, GNorm = 0.4581, lr_0 = 9.9791e-04
Validation prc-auc = 0.048764
Epoch 3377
Loss = 2.5233e-03, PNorm = 288.1476, GNorm = 0.0997, lr_0 = 9.9790e-04
Validation prc-auc = 0.049488
Epoch 3378
Loss = 3.5972e-02, PNorm = 288.1870, GNorm = 3.9637, lr_0 = 9.9790e-04
Validation prc-auc = 0.043388
Epoch 3379
Loss = 1.0677e-01, PNorm = 288.2235, GNorm = 1.3319, lr_0 = 9.9790e-04
Loss = 5.5973e-02, PNorm = 288.2633, GNorm = 0.6213, lr_0 = 9.9790e-04
Validation prc-auc = 0.041950
Epoch 3380
Loss = 1.9976e-02, PNorm = 288.3028, GNorm = 0.1909, lr_0 = 9.9790e-04
Validation prc-auc = 0.043593
Epoch 3381
Loss = 1.7758e-02, PNorm = 288.3285, GNorm = 1.7598, lr_0 = 9.9790e-04
Validation prc-auc = 0.053049
Epoch 3382
Loss = 2.2962e-02, PNorm = 288.3525, GNorm = 0.5951, lr_0 = 9.9790e-04
Validation prc-auc = 0.061004
Epoch 3383
Loss = 4.9957e-02, PNorm = 288.3812, GNorm = 0.1616, lr_0 = 9.9790e-04
Validation prc-auc = 0.063665
Epoch 3384
Loss = 4.6071e-02, PNorm = 288.4282, GNorm = 1.1221, lr_0 = 9.9790e-04
Validation prc-auc = 0.048940
Epoch 3385
Loss = 5.8411e-02, PNorm = 288.4680, GNorm = 0.6203, lr_0 = 9.9790e-04
Validation prc-auc = 0.048660
Epoch 3386
Loss = 2.0030e-02, PNorm = 288.5050, GNorm = 0.9194, lr_0 = 9.9790e-04
Validation prc-auc = 0.053530
Epoch 3387
Loss = 1.1205e-02, PNorm = 288.5347, GNorm = 0.5935, lr_0 = 9.9790e-04
Validation prc-auc = 0.045661
Epoch 3388
Loss = 1.1405e-02, PNorm = 288.5554, GNorm = 0.4733, lr_0 = 9.9790e-04
Validation prc-auc = 0.046345
Epoch 3389
Loss = 3.5889e-02, PNorm = 288.5778, GNorm = 1.8168, lr_0 = 9.9790e-04
Loss = 2.8617e-02, PNorm = 288.6117, GNorm = 0.1493, lr_0 = 9.9790e-04
Validation prc-auc = 0.051646
Epoch 3390
Loss = 3.1308e-02, PNorm = 288.6541, GNorm = 0.1711, lr_0 = 9.9789e-04
Validation prc-auc = 0.038486
Epoch 3391
Loss = 3.2112e-02, PNorm = 288.7096, GNorm = 0.0560, lr_0 = 9.9789e-04
Validation prc-auc = 0.032189
Epoch 3392
Loss = 4.5455e-02, PNorm = 288.7622, GNorm = 1.3746, lr_0 = 9.9789e-04
Validation prc-auc = 0.034058
Epoch 3393
Loss = 6.1770e-02, PNorm = 288.8030, GNorm = 1.2979, lr_0 = 9.9789e-04
Validation prc-auc = 0.043024
Epoch 3394
Loss = 4.1049e-02, PNorm = 288.8505, GNorm = 0.8077, lr_0 = 9.9789e-04
Validation prc-auc = 0.049233
Epoch 3395
Loss = 8.8888e-03, PNorm = 288.8929, GNorm = 0.2170, lr_0 = 9.9789e-04
Validation prc-auc = 0.052780
Epoch 3396
Loss = 4.4839e-02, PNorm = 288.9252, GNorm = 1.0354, lr_0 = 9.9789e-04
Validation prc-auc = 0.048143
Epoch 3397
Loss = 5.9636e-02, PNorm = 288.9608, GNorm = 0.2828, lr_0 = 9.9789e-04
Validation prc-auc = 0.048166
Epoch 3398
Loss = 1.6473e-02, PNorm = 289.0068, GNorm = 0.9140, lr_0 = 9.9789e-04
Validation prc-auc = 0.043620
Epoch 3399
Loss = 7.8401e-02, PNorm = 289.0504, GNorm = 2.0210, lr_0 = 9.9789e-04
Loss = 2.7273e-02, PNorm = 289.1002, GNorm = 1.5545, lr_0 = 9.9789e-04
Validation prc-auc = 0.041378
Epoch 3400
Loss = 2.6884e-02, PNorm = 289.1494, GNorm = 0.1584, lr_0 = 9.9789e-04
Validation prc-auc = 0.045408
Epoch 3401
Loss = 2.6199e-02, PNorm = 289.1905, GNorm = 0.3537, lr_0 = 9.9789e-04
Validation prc-auc = 0.043474
Epoch 3402
Loss = 2.2492e-02, PNorm = 289.2296, GNorm = 1.2276, lr_0 = 9.9789e-04
Validation prc-auc = 0.039339
Epoch 3403
Loss = 3.4438e-02, PNorm = 289.2707, GNorm = 0.1480, lr_0 = 9.9789e-04
Validation prc-auc = 0.035187
Epoch 3404
Loss = 3.9494e-02, PNorm = 289.3186, GNorm = 1.9405, lr_0 = 9.9788e-04
Validation prc-auc = 0.048115
Epoch 3405
Loss = 2.0642e-02, PNorm = 289.3766, GNorm = 0.3388, lr_0 = 9.9788e-04
Validation prc-auc = 0.048865
Epoch 3406
Loss = 1.0407e-01, PNorm = 289.4350, GNorm = 0.8786, lr_0 = 9.9788e-04
Validation prc-auc = 0.047650
Epoch 3407
Loss = 1.4376e-02, PNorm = 289.4929, GNorm = 0.2641, lr_0 = 9.9788e-04
Validation prc-auc = 0.054560
Epoch 3408
Loss = 1.3850e-01, PNorm = 289.5359, GNorm = 0.4092, lr_0 = 9.9788e-04
Validation prc-auc = 0.052695
Epoch 3409
Loss = 9.4226e-02, PNorm = 289.5832, GNorm = 1.0067, lr_0 = 9.9788e-04
Loss = 3.6260e-02, PNorm = 289.6352, GNorm = 2.7724, lr_0 = 9.9788e-04
Validation prc-auc = 0.048853
Epoch 3410
Loss = 2.6080e-02, PNorm = 289.6867, GNorm = 0.4200, lr_0 = 9.9788e-04
Validation prc-auc = 0.051587
Epoch 3411
Loss = 3.0752e-02, PNorm = 289.7342, GNorm = 1.1251, lr_0 = 9.9788e-04
Validation prc-auc = 0.048248
Epoch 3412
Loss = 2.8298e-02, PNorm = 289.7752, GNorm = 0.4801, lr_0 = 9.9788e-04
Validation prc-auc = 0.034816
Epoch 3413
Loss = 3.3349e-02, PNorm = 289.8172, GNorm = 1.3467, lr_0 = 9.9788e-04
Validation prc-auc = 0.037031
Epoch 3414
Loss = 6.4396e-02, PNorm = 289.8644, GNorm = 0.4492, lr_0 = 9.9788e-04
Validation prc-auc = 0.045779
Epoch 3415
Loss = 5.6189e-02, PNorm = 289.9082, GNorm = 2.6743, lr_0 = 9.9788e-04
Validation prc-auc = 0.045458
Epoch 3416
Loss = 3.4112e-02, PNorm = 289.9570, GNorm = 0.4850, lr_0 = 9.9788e-04
Validation prc-auc = 0.042739
Epoch 3417
Loss = 2.0602e-02, PNorm = 290.0073, GNorm = 0.4482, lr_0 = 9.9787e-04
Validation prc-auc = 0.047539
Epoch 3418
Loss = 3.5855e-02, PNorm = 290.0589, GNorm = 0.2069, lr_0 = 9.9787e-04
Validation prc-auc = 0.051826
Epoch 3419
Loss = 8.3890e-03, PNorm = 290.1022, GNorm = 0.2797, lr_0 = 9.9787e-04
Loss = 3.1397e-02, PNorm = 290.1404, GNorm = 1.3089, lr_0 = 9.9787e-04
Validation prc-auc = 0.056121
Epoch 3420
Loss = 3.6451e-02, PNorm = 290.1878, GNorm = 1.5252, lr_0 = 9.9787e-04
Validation prc-auc = 0.062132
Epoch 3421
Loss = 5.5397e-02, PNorm = 290.2397, GNorm = 1.4461, lr_0 = 9.9787e-04
Validation prc-auc = 0.051585
Epoch 3422
Loss = 3.6610e-02, PNorm = 290.3075, GNorm = 1.4070, lr_0 = 9.9787e-04
Validation prc-auc = 0.046336
Epoch 3423
Loss = 4.2655e-02, PNorm = 290.3581, GNorm = 0.1590, lr_0 = 9.9787e-04
Validation prc-auc = 0.035982
Epoch 3424
Loss = 1.6205e-02, PNorm = 290.4015, GNorm = 0.1994, lr_0 = 9.9787e-04
Validation prc-auc = 0.039043
Epoch 3425
Loss = 3.4018e-02, PNorm = 290.4437, GNorm = 1.4902, lr_0 = 9.9787e-04
Validation prc-auc = 0.049297
Epoch 3426
Loss = 1.9572e-02, PNorm = 290.4896, GNorm = 0.2787, lr_0 = 9.9787e-04
Validation prc-auc = 0.065195
Epoch 3427
Loss = 4.2725e-03, PNorm = 290.5225, GNorm = 0.2572, lr_0 = 9.9787e-04
Validation prc-auc = 0.066145
Epoch 3428
Loss = 3.4752e-02, PNorm = 290.5488, GNorm = 0.9284, lr_0 = 9.9787e-04
Validation prc-auc = 0.067692
Epoch 3429
Loss = 4.5833e-03, PNorm = 290.5825, GNorm = 0.2286, lr_0 = 9.9787e-04
Loss = 2.3802e-02, PNorm = 290.6160, GNorm = 0.5489, lr_0 = 9.9787e-04
Validation prc-auc = 0.067073
Epoch 3430
Loss = 7.2091e-02, PNorm = 290.6555, GNorm = 0.3279, lr_0 = 9.9786e-04
Validation prc-auc = 0.071528
Epoch 3431
Loss = 4.8091e-02, PNorm = 290.7043, GNorm = 2.8875, lr_0 = 9.9786e-04
Validation prc-auc = 0.075940
Epoch 3432
Loss = 2.3998e-02, PNorm = 290.7574, GNorm = 1.6579, lr_0 = 9.9786e-04
Validation prc-auc = 0.073229
Epoch 3433
Loss = 3.6967e-02, PNorm = 290.8054, GNorm = 0.2759, lr_0 = 9.9786e-04
Validation prc-auc = 0.075890
Epoch 3434
Loss = 2.3679e-02, PNorm = 290.8435, GNorm = 0.3828, lr_0 = 9.9786e-04
Validation prc-auc = 0.062176
Epoch 3435
Loss = 5.0519e-02, PNorm = 290.8709, GNorm = 3.1983, lr_0 = 9.9786e-04
Validation prc-auc = 0.045465
Epoch 3436
Loss = 5.1020e-02, PNorm = 290.9044, GNorm = 2.1664, lr_0 = 9.9786e-04
Validation prc-auc = 0.044398
Epoch 3437
Loss = 3.0286e-02, PNorm = 290.9426, GNorm = 0.9969, lr_0 = 9.9786e-04
Validation prc-auc = 0.047896
Epoch 3438
Loss = 7.4088e-02, PNorm = 290.9737, GNorm = 0.0669, lr_0 = 9.9786e-04
Validation prc-auc = 0.050085
Epoch 3439
Loss = 8.9609e-03, PNorm = 291.0008, GNorm = 0.2258, lr_0 = 9.9786e-04
Loss = 3.4475e-02, PNorm = 291.0286, GNorm = 1.3515, lr_0 = 9.9786e-04
Validation prc-auc = 0.046776
Epoch 3440
Loss = 1.1259e-02, PNorm = 291.0579, GNorm = 0.6941, lr_0 = 9.9786e-04
Validation prc-auc = 0.049977
Epoch 3441
Loss = 2.5612e-02, PNorm = 291.0798, GNorm = 1.1301, lr_0 = 9.9786e-04
Validation prc-auc = 0.065050
Epoch 3442
Loss = 3.5339e-02, PNorm = 291.1014, GNorm = 1.1365, lr_0 = 9.9786e-04
Validation prc-auc = 0.065143
Epoch 3443
Loss = 3.2426e-02, PNorm = 291.1322, GNorm = 0.1096, lr_0 = 9.9785e-04
Validation prc-auc = 0.056960
Epoch 3444
Loss = 4.0577e-03, PNorm = 291.1581, GNorm = 0.3820, lr_0 = 9.9785e-04
Validation prc-auc = 0.055406
Epoch 3445
Loss = 3.2551e-02, PNorm = 291.1797, GNorm = 0.7914, lr_0 = 9.9785e-04
Validation prc-auc = 0.050514
Epoch 3446
Loss = 1.4799e-02, PNorm = 291.2078, GNorm = 1.2980, lr_0 = 9.9785e-04
Validation prc-auc = 0.055372
Epoch 3447
Loss = 3.7862e-02, PNorm = 291.2371, GNorm = 1.2805, lr_0 = 9.9785e-04
Validation prc-auc = 0.060742
Epoch 3448
Loss = 1.8099e-02, PNorm = 291.2737, GNorm = 1.1411, lr_0 = 9.9785e-04
Validation prc-auc = 0.048257
Epoch 3449
Loss = 1.4606e-02, PNorm = 291.3185, GNorm = 0.6355, lr_0 = 9.9785e-04
Loss = 3.6748e-02, PNorm = 291.3703, GNorm = 1.3623, lr_0 = 9.9785e-04
Validation prc-auc = 0.056646
Epoch 3450
Loss = 4.1305e-02, PNorm = 291.4170, GNorm = 1.4619, lr_0 = 9.9785e-04
Validation prc-auc = 0.064695
Epoch 3451
Loss = 5.4271e-02, PNorm = 291.4625, GNorm = 0.5172, lr_0 = 9.9785e-04
Validation prc-auc = 0.067269
Epoch 3452
Loss = 2.7931e-02, PNorm = 291.5164, GNorm = 0.6617, lr_0 = 9.9785e-04
Validation prc-auc = 0.068126
Epoch 3453
Loss = 3.1162e-02, PNorm = 291.5638, GNorm = 2.3241, lr_0 = 9.9785e-04
Validation prc-auc = 0.065326
Epoch 3454
Loss = 3.2892e-02, PNorm = 291.6127, GNorm = 1.7893, lr_0 = 9.9785e-04
Validation prc-auc = 0.059667
Epoch 3455
Loss = 2.5466e-02, PNorm = 291.6637, GNorm = 1.5554, lr_0 = 9.9785e-04
Validation prc-auc = 0.069017
Epoch 3456
Loss = 1.0723e-02, PNorm = 291.7100, GNorm = 0.3007, lr_0 = 9.9785e-04
Validation prc-auc = 0.073714
Epoch 3457
Loss = 2.7856e-03, PNorm = 291.7473, GNorm = 0.0619, lr_0 = 9.9784e-04
Validation prc-auc = 0.072453
Epoch 3458
Loss = 4.1214e-03, PNorm = 291.7695, GNorm = 0.0487, lr_0 = 9.9784e-04
Validation prc-auc = 0.063563
Epoch 3459
Loss = 8.7012e-03, PNorm = 291.8015, GNorm = 0.3928, lr_0 = 9.9784e-04
Loss = 9.7050e-03, PNorm = 291.8348, GNorm = 0.4178, lr_0 = 9.9784e-04
Validation prc-auc = 0.065406
Epoch 3460
Loss = 7.4797e-02, PNorm = 291.8671, GNorm = 1.0985, lr_0 = 9.9784e-04
Validation prc-auc = 0.063824
Epoch 3461
Loss = 2.7016e-02, PNorm = 291.9119, GNorm = 0.1297, lr_0 = 9.9784e-04
Validation prc-auc = 0.039293
Epoch 3462
Loss = 2.5383e-02, PNorm = 291.9640, GNorm = 0.2224, lr_0 = 9.9784e-04
Validation prc-auc = 0.043528
Epoch 3463
Loss = 2.5420e-02, PNorm = 292.0163, GNorm = 1.1542, lr_0 = 9.9784e-04
Validation prc-auc = 0.043820
Epoch 3464
Loss = 5.5110e-02, PNorm = 292.0655, GNorm = 1.8598, lr_0 = 9.9784e-04
Validation prc-auc = 0.050887
Epoch 3465
Loss = 3.1550e-02, PNorm = 292.1129, GNorm = 0.1447, lr_0 = 9.9784e-04
Validation prc-auc = 0.048122
Epoch 3466
Loss = 2.6165e-02, PNorm = 292.1528, GNorm = 0.0566, lr_0 = 9.9784e-04
Validation prc-auc = 0.054806
Epoch 3467
Loss = 3.1739e-02, PNorm = 292.1863, GNorm = 0.0464, lr_0 = 9.9784e-04
Validation prc-auc = 0.044705
Epoch 3468
Loss = 1.1301e-02, PNorm = 292.2412, GNorm = 0.4398, lr_0 = 9.9784e-04
Validation prc-auc = 0.034999
Epoch 3469
Loss = 7.5402e-02, PNorm = 292.2982, GNorm = 3.4208, lr_0 = 9.9784e-04
Loss = 8.4897e-03, PNorm = 292.3435, GNorm = 1.4383, lr_0 = 9.9783e-04
Validation prc-auc = 0.036953
Epoch 3470
Loss = 2.1872e-02, PNorm = 292.3800, GNorm = 1.5310, lr_0 = 9.9783e-04
Validation prc-auc = 0.051480
Epoch 3471
Loss = 3.0006e-02, PNorm = 292.4128, GNorm = 1.0264, lr_0 = 9.9783e-04
Validation prc-auc = 0.041099
Epoch 3472
Loss = 2.6249e-02, PNorm = 292.4473, GNorm = 0.1051, lr_0 = 9.9783e-04
Validation prc-auc = 0.047942
Epoch 3473
Loss = 3.7482e-02, PNorm = 292.4847, GNorm = 1.0532, lr_0 = 9.9783e-04
Validation prc-auc = 0.046691
Epoch 3474
Loss = 1.0026e-01, PNorm = 292.5308, GNorm = 0.5384, lr_0 = 9.9783e-04
Validation prc-auc = 0.035614
Epoch 3475
Loss = 3.4776e-02, PNorm = 292.5894, GNorm = 0.8666, lr_0 = 9.9783e-04
Validation prc-auc = 0.042576
Epoch 3476
Loss = 1.1016e-02, PNorm = 292.6364, GNorm = 0.2281, lr_0 = 9.9783e-04
Validation prc-auc = 0.043849
Epoch 3477
Loss = 6.0402e-02, PNorm = 292.6768, GNorm = 2.3242, lr_0 = 9.9783e-04
Validation prc-auc = 0.047732
Epoch 3478
Loss = 2.0242e-02, PNorm = 292.7186, GNorm = 2.5131, lr_0 = 9.9783e-04
Validation prc-auc = 0.046222
Epoch 3479
Loss = 1.1346e-02, PNorm = 292.7551, GNorm = 0.4050, lr_0 = 9.9783e-04
Loss = 3.1720e-02, PNorm = 292.7918, GNorm = 1.6314, lr_0 = 9.9783e-04
Validation prc-auc = 0.056986
Epoch 3480
Loss = 5.8375e-02, PNorm = 292.8344, GNorm = 1.8985, lr_0 = 9.9783e-04
Validation prc-auc = 0.053304
Epoch 3481
Loss = 4.5986e-02, PNorm = 292.8809, GNorm = 0.1743, lr_0 = 9.9783e-04
Validation prc-auc = 0.047043
Epoch 3482
Loss = 3.2451e-02, PNorm = 292.9329, GNorm = 0.4064, lr_0 = 9.9783e-04
Validation prc-auc = 0.044553
Epoch 3483
Loss = 2.9404e-02, PNorm = 292.9857, GNorm = 0.4872, lr_0 = 9.9782e-04
Validation prc-auc = 0.038259
Epoch 3484
Loss = 4.4493e-02, PNorm = 293.0368, GNorm = 1.9132, lr_0 = 9.9782e-04
Validation prc-auc = 0.040678
Epoch 3485
Loss = 5.9190e-02, PNorm = 293.0862, GNorm = 0.8285, lr_0 = 9.9782e-04
Validation prc-auc = 0.047142
Epoch 3486
Loss = 4.8693e-02, PNorm = 293.1375, GNorm = 2.8907, lr_0 = 9.9782e-04
Validation prc-auc = 0.041806
Epoch 3487
Loss = 2.6855e-02, PNorm = 293.1885, GNorm = 0.6001, lr_0 = 9.9782e-04
Validation prc-auc = 0.038561
Epoch 3488
Loss = 2.7798e-02, PNorm = 293.2389, GNorm = 1.2122, lr_0 = 9.9782e-04
Validation prc-auc = 0.041368
Epoch 3489
Loss = 7.8791e-03, PNorm = 293.2845, GNorm = 0.3811, lr_0 = 9.9782e-04
Loss = 4.0803e-02, PNorm = 293.3341, GNorm = 1.7843, lr_0 = 9.9782e-04
Validation prc-auc = 0.040749
Epoch 3490
Loss = 2.1623e-02, PNorm = 293.3734, GNorm = 1.4835, lr_0 = 9.9782e-04
Validation prc-auc = 0.042581
Epoch 3491
Loss = 2.7860e-02, PNorm = 293.4083, GNorm = 0.1313, lr_0 = 9.9782e-04
Validation prc-auc = 0.050406
Epoch 3492
Loss = 1.9962e-02, PNorm = 293.4451, GNorm = 0.1139, lr_0 = 9.9782e-04
Validation prc-auc = 0.044855
Epoch 3493
Loss = 3.9059e-02, PNorm = 293.4723, GNorm = 0.1798, lr_0 = 9.9782e-04
Validation prc-auc = 0.048781
Epoch 3494
Loss = 1.3576e-02, PNorm = 293.5036, GNorm = 0.0991, lr_0 = 9.9782e-04
Validation prc-auc = 0.052474
Epoch 3495
Loss = 4.9992e-02, PNorm = 293.5460, GNorm = 1.4703, lr_0 = 9.9782e-04
Validation prc-auc = 0.048199
Epoch 3496
Loss = 9.1127e-03, PNorm = 293.5928, GNorm = 0.4080, lr_0 = 9.9781e-04
Validation prc-auc = 0.039424
Epoch 3497
Loss = 2.9617e-02, PNorm = 293.6345, GNorm = 0.9889, lr_0 = 9.9781e-04
Validation prc-auc = 0.036229
Epoch 3498
Loss = 7.3616e-02, PNorm = 293.6741, GNorm = 0.2118, lr_0 = 9.9781e-04
Validation prc-auc = 0.036001
Epoch 3499
Loss = 6.3960e-02, PNorm = 293.7125, GNorm = 2.2184, lr_0 = 9.9781e-04
Loss = 1.9410e-02, PNorm = 293.7501, GNorm = 1.3289, lr_0 = 9.9781e-04
Validation prc-auc = 0.044190
Epoch 3500
Loss = 1.2744e-02, PNorm = 293.7758, GNorm = 1.3738, lr_0 = 9.9781e-04
Validation prc-auc = 0.065254
Epoch 3501
Loss = 6.0128e-02, PNorm = 293.8082, GNorm = 1.6171, lr_0 = 9.9781e-04
Validation prc-auc = 0.055936
Epoch 3502
Loss = 3.9329e-02, PNorm = 293.8668, GNorm = 0.2212, lr_0 = 9.9781e-04
Validation prc-auc = 0.056803
Epoch 3503
Loss = 3.2929e-02, PNorm = 293.9182, GNorm = 0.2148, lr_0 = 9.9781e-04
Validation prc-auc = 0.058624
Epoch 3504
Loss = 4.0777e-02, PNorm = 293.9656, GNorm = 0.0729, lr_0 = 9.9781e-04
Validation prc-auc = 0.048983
Epoch 3505
Loss = 6.4284e-02, PNorm = 294.0147, GNorm = 0.1049, lr_0 = 9.9781e-04
Validation prc-auc = 0.050494
Epoch 3506
Loss = 5.3933e-02, PNorm = 294.0753, GNorm = 1.0501, lr_0 = 9.9781e-04
Validation prc-auc = 0.060450
Epoch 3507
Loss = 2.9249e-02, PNorm = 294.1417, GNorm = 0.2511, lr_0 = 9.9781e-04
Validation prc-auc = 0.061494
Epoch 3508
Loss = 3.2657e-02, PNorm = 294.1905, GNorm = 1.2182, lr_0 = 9.9781e-04
Validation prc-auc = 0.071800
Epoch 3509
Loss = 1.3365e-02, PNorm = 294.2279, GNorm = 0.5451, lr_0 = 9.9781e-04
Loss = 4.1493e-02, PNorm = 294.2677, GNorm = 0.5215, lr_0 = 9.9780e-04
Validation prc-auc = 0.080293
Epoch 3510
Loss = 5.6290e-02, PNorm = 294.3218, GNorm = 1.7615, lr_0 = 9.9780e-04
Validation prc-auc = 0.068659
Epoch 3511
Loss = 2.4457e-02, PNorm = 294.3775, GNorm = 0.4257, lr_0 = 9.9780e-04
Validation prc-auc = 0.068031
Epoch 3512
Loss = 3.5494e-02, PNorm = 294.4216, GNorm = 1.0192, lr_0 = 9.9780e-04
Validation prc-auc = 0.068653
Epoch 3513
Loss = 3.2822e-02, PNorm = 294.4613, GNorm = 0.8211, lr_0 = 9.9780e-04
Validation prc-auc = 0.070352
Epoch 3514
Loss = 9.1957e-02, PNorm = 294.4941, GNorm = 0.9396, lr_0 = 9.9780e-04
Validation prc-auc = 0.072400
Epoch 3515
Loss = 2.4467e-02, PNorm = 294.5271, GNorm = 1.0682, lr_0 = 9.9780e-04
Validation prc-auc = 0.073869
Epoch 3516
Loss = 8.6776e-03, PNorm = 294.5560, GNorm = 0.3574, lr_0 = 9.9780e-04
Validation prc-auc = 0.070177
Epoch 3517
Loss = 2.9697e-02, PNorm = 294.5801, GNorm = 0.1617, lr_0 = 9.9780e-04
Validation prc-auc = 0.075915
Epoch 3518
Loss = 3.0213e-02, PNorm = 294.6142, GNorm = 0.2421, lr_0 = 9.9780e-04
Validation prc-auc = 0.070762
Epoch 3519
Loss = 1.1773e-03, PNorm = 294.6359, GNorm = 0.0470, lr_0 = 9.9780e-04
Loss = 5.1440e-02, PNorm = 294.6611, GNorm = 0.1661, lr_0 = 9.9780e-04
Validation prc-auc = 0.073689
Epoch 3520
Loss = 2.5168e-02, PNorm = 294.6976, GNorm = 1.6358, lr_0 = 9.9780e-04
Validation prc-auc = 0.070244
Epoch 3521
Loss = 2.5645e-02, PNorm = 294.7341, GNorm = 0.4874, lr_0 = 9.9780e-04
Validation prc-auc = 0.069345
Epoch 3522
Loss = 2.5221e-02, PNorm = 294.7704, GNorm = 0.3311, lr_0 = 9.9780e-04
Validation prc-auc = 0.070752
Epoch 3523
Loss = 1.6034e-02, PNorm = 294.8032, GNorm = 0.1923, lr_0 = 9.9779e-04
Validation prc-auc = 0.068972
Epoch 3524
Loss = 5.0717e-02, PNorm = 294.8310, GNorm = 1.0753, lr_0 = 9.9779e-04
Validation prc-auc = 0.066526
Epoch 3525
Loss = 1.2049e-02, PNorm = 294.8746, GNorm = 0.6635, lr_0 = 9.9779e-04
Validation prc-auc = 0.065554
Epoch 3526
Loss = 1.2436e-02, PNorm = 294.9071, GNorm = 0.4362, lr_0 = 9.9779e-04
Validation prc-auc = 0.063264
Epoch 3527
Loss = 2.9461e-02, PNorm = 294.9298, GNorm = 0.1684, lr_0 = 9.9779e-04
Validation prc-auc = 0.067135
Epoch 3528
Loss = 2.6264e-03, PNorm = 294.9510, GNorm = 0.1226, lr_0 = 9.9779e-04
Validation prc-auc = 0.068576
Epoch 3529
Loss = 6.7910e-03, PNorm = 294.9728, GNorm = 0.4477, lr_0 = 9.9779e-04
Loss = 2.2713e-02, PNorm = 294.9975, GNorm = 0.2587, lr_0 = 9.9779e-04
Validation prc-auc = 0.071829
Epoch 3530
Loss = 5.9655e-02, PNorm = 295.0301, GNorm = 0.5822, lr_0 = 9.9779e-04
Validation prc-auc = 0.068123
Epoch 3531
Loss = 1.2849e-02, PNorm = 295.0734, GNorm = 0.6678, lr_0 = 9.9779e-04
Validation prc-auc = 0.067165
Epoch 3532
Loss = 1.1147e-02, PNorm = 295.1160, GNorm = 0.2553, lr_0 = 9.9779e-04
Validation prc-auc = 0.067994
Epoch 3533
Loss = 4.3312e-02, PNorm = 295.1585, GNorm = 0.4885, lr_0 = 9.9779e-04
Validation prc-auc = 0.070810
Epoch 3534
Loss = 2.1262e-02, PNorm = 295.1981, GNorm = 1.5137, lr_0 = 9.9779e-04
Validation prc-auc = 0.070299
Epoch 3535
Loss = 2.8085e-02, PNorm = 295.2391, GNorm = 0.5238, lr_0 = 9.9779e-04
Validation prc-auc = 0.068556
Epoch 3536
Loss = 2.0350e-02, PNorm = 295.2748, GNorm = 0.4764, lr_0 = 9.9778e-04
Validation prc-auc = 0.076475
Epoch 3537
Loss = 3.1347e-02, PNorm = 295.3021, GNorm = 0.0298, lr_0 = 9.9778e-04
Validation prc-auc = 0.075958
Epoch 3538
Loss = 3.2530e-02, PNorm = 295.3252, GNorm = 1.0975, lr_0 = 9.9778e-04
Validation prc-auc = 0.073449
Epoch 3539
Loss = 2.4207e-02, PNorm = 295.3506, GNorm = 1.4429, lr_0 = 9.9778e-04
Loss = 5.3247e-02, PNorm = 295.3819, GNorm = 3.2783, lr_0 = 9.9778e-04
Validation prc-auc = 0.068726
Epoch 3540
Loss = 1.7946e-02, PNorm = 295.4227, GNorm = 0.2099, lr_0 = 9.9778e-04
Validation prc-auc = 0.069830
Epoch 3541
Loss = 1.6012e-02, PNorm = 295.4599, GNorm = 0.2145, lr_0 = 9.9778e-04
Validation prc-auc = 0.077136
Epoch 3542
Loss = 2.1338e-02, PNorm = 295.4976, GNorm = 0.6324, lr_0 = 9.9778e-04
Validation prc-auc = 0.071722
Epoch 3543
Loss = 1.6090e-02, PNorm = 295.5320, GNorm = 0.1437, lr_0 = 9.9778e-04
Validation prc-auc = 0.064977
Epoch 3544
Loss = 1.6360e-02, PNorm = 295.5619, GNorm = 0.4304, lr_0 = 9.9778e-04
Validation prc-auc = 0.064451
Epoch 3545
Loss = 4.5998e-02, PNorm = 295.5891, GNorm = 3.6485, lr_0 = 9.9778e-04
Validation prc-auc = 0.065993
Epoch 3546
Loss = 2.2675e-02, PNorm = 295.6273, GNorm = 0.9053, lr_0 = 9.9778e-04
Validation prc-auc = 0.060781
Epoch 3547
Loss = 1.1374e-02, PNorm = 295.6674, GNorm = 0.9395, lr_0 = 9.9778e-04
Validation prc-auc = 0.064350
Epoch 3548
Loss = 6.1574e-02, PNorm = 295.7040, GNorm = 0.6889, lr_0 = 9.9778e-04
Validation prc-auc = 0.081644
Epoch 3549
Loss = 4.1469e-02, PNorm = 295.7438, GNorm = 1.4281, lr_0 = 9.9778e-04
Loss = 3.2203e-02, PNorm = 295.7818, GNorm = 1.5275, lr_0 = 9.9777e-04
Validation prc-auc = 0.081449
Epoch 3550
Loss = 4.1446e-02, PNorm = 295.8179, GNorm = 0.4750, lr_0 = 9.9777e-04
Validation prc-auc = 0.083171
Epoch 3551
Loss = 2.7765e-02, PNorm = 295.8623, GNorm = 0.2415, lr_0 = 9.9777e-04
Validation prc-auc = 0.084335
Epoch 3552
Loss = 5.1267e-02, PNorm = 295.9111, GNorm = 1.4841, lr_0 = 9.9777e-04
Validation prc-auc = 0.091649
Epoch 3553
Loss = 2.3336e-02, PNorm = 295.9548, GNorm = 1.1472, lr_0 = 9.9777e-04
Validation prc-auc = 0.090815
Epoch 3554
Loss = 3.7193e-02, PNorm = 295.9974, GNorm = 0.0778, lr_0 = 9.9777e-04
Validation prc-auc = 0.090535
Epoch 3555
Loss = 2.7818e-02, PNorm = 296.0342, GNorm = 1.8416, lr_0 = 9.9777e-04
Validation prc-auc = 0.091181
Epoch 3556
Loss = 2.1074e-02, PNorm = 296.0698, GNorm = 1.1053, lr_0 = 9.9777e-04
Validation prc-auc = 0.091522
Epoch 3557
Loss = 2.2125e-02, PNorm = 296.0984, GNorm = 4.2856, lr_0 = 9.9777e-04
Validation prc-auc = 0.090865
Epoch 3558
Loss = 3.9373e-02, PNorm = 296.1401, GNorm = 1.8468, lr_0 = 9.9777e-04
Validation prc-auc = 0.085044
Epoch 3559
Loss = 1.3569e-01, PNorm = 296.1975, GNorm = 1.8476, lr_0 = 9.9777e-04
Loss = 5.1081e-02, PNorm = 296.2529, GNorm = 1.4469, lr_0 = 9.9777e-04
Validation prc-auc = 0.072795
Epoch 3560
Loss = 2.7646e-02, PNorm = 296.3052, GNorm = 0.6557, lr_0 = 9.9777e-04
Validation prc-auc = 0.068711
Epoch 3561
Loss = 4.8671e-02, PNorm = 296.3494, GNorm = 4.4156, lr_0 = 9.9777e-04
Validation prc-auc = 0.077362
Epoch 3562
Loss = 3.4909e-02, PNorm = 296.4063, GNorm = 0.5494, lr_0 = 9.9776e-04
Validation prc-auc = 0.070400
Epoch 3563
Loss = 2.0498e-02, PNorm = 296.4528, GNorm = 1.4714, lr_0 = 9.9776e-04
Validation prc-auc = 0.077572
Epoch 3564
Loss = 3.4958e-02, PNorm = 296.4903, GNorm = 1.9718, lr_0 = 9.9776e-04
Validation prc-auc = 0.080538
Epoch 3565
Loss = 3.0381e-02, PNorm = 296.5319, GNorm = 3.7902, lr_0 = 9.9776e-04
Validation prc-auc = 0.080759
Epoch 3566
Loss = 8.6134e-02, PNorm = 296.5790, GNorm = 3.9867, lr_0 = 9.9776e-04
Validation prc-auc = 0.071318
Epoch 3567
Loss = 1.2690e-02, PNorm = 296.6334, GNorm = 0.8377, lr_0 = 9.9776e-04
Validation prc-auc = 0.056212
Epoch 3568
Loss = 1.2327e-02, PNorm = 296.6859, GNorm = 0.4598, lr_0 = 9.9776e-04
Validation prc-auc = 0.061898
Epoch 3569
Loss = 8.6090e-03, PNorm = 296.7403, GNorm = 0.5454, lr_0 = 9.9776e-04
Loss = 2.2304e-02, PNorm = 296.7845, GNorm = 0.5870, lr_0 = 9.9776e-04
Validation prc-auc = 0.062600
Epoch 3570
Loss = 4.0064e-02, PNorm = 296.8211, GNorm = 0.3334, lr_0 = 9.9776e-04
Validation prc-auc = 0.063565
Epoch 3571
Loss = 4.4210e-02, PNorm = 296.8595, GNorm = 0.3065, lr_0 = 9.9776e-04
Validation prc-auc = 0.058609
Epoch 3572
Loss = 4.4898e-02, PNorm = 296.8974, GNorm = 1.0172, lr_0 = 9.9776e-04
Validation prc-auc = 0.054969
Epoch 3573
Loss = 4.2707e-02, PNorm = 296.9284, GNorm = 0.1987, lr_0 = 9.9776e-04
Validation prc-auc = 0.055703
Epoch 3574
Loss = 2.7333e-02, PNorm = 296.9596, GNorm = 1.6754, lr_0 = 9.9776e-04
Validation prc-auc = 0.063611
Epoch 3575
Loss = 5.4951e-02, PNorm = 297.0149, GNorm = 2.3358, lr_0 = 9.9776e-04
Validation prc-auc = 0.065488
Epoch 3576
Loss = 2.8590e-02, PNorm = 297.0810, GNorm = 1.9460, lr_0 = 9.9775e-04
Validation prc-auc = 0.059688
Epoch 3577
Loss = 1.1529e-02, PNorm = 297.1332, GNorm = 0.9754, lr_0 = 9.9775e-04
Validation prc-auc = 0.061087
Epoch 3578
Loss = 1.8739e-02, PNorm = 297.1679, GNorm = 1.5313, lr_0 = 9.9775e-04
Validation prc-auc = 0.056252
Epoch 3579
Loss = 1.7678e-02, PNorm = 297.2074, GNorm = 0.8808, lr_0 = 9.9775e-04
Loss = 3.1685e-02, PNorm = 297.2485, GNorm = 0.2213, lr_0 = 9.9775e-04
Validation prc-auc = 0.059431
Epoch 3580
Loss = 4.2895e-02, PNorm = 297.2840, GNorm = 1.5170, lr_0 = 9.9775e-04
Validation prc-auc = 0.060780
Epoch 3581
Loss = 4.6689e-02, PNorm = 297.3154, GNorm = 1.8389, lr_0 = 9.9775e-04
Validation prc-auc = 0.057809
Epoch 3582
Loss = 2.9098e-02, PNorm = 297.3477, GNorm = 2.8777, lr_0 = 9.9775e-04
Validation prc-auc = 0.061832
Epoch 3583
Loss = 2.9310e-02, PNorm = 297.3829, GNorm = 0.1826, lr_0 = 9.9775e-04
Validation prc-auc = 0.068021
Epoch 3584
Loss = 2.2838e-02, PNorm = 297.4134, GNorm = 0.1054, lr_0 = 9.9775e-04
Validation prc-auc = 0.071365
Epoch 3585
Loss = 5.0013e-02, PNorm = 297.4562, GNorm = 0.4402, lr_0 = 9.9775e-04
Validation prc-auc = 0.052941
Epoch 3586
Loss = 1.4647e-02, PNorm = 297.5078, GNorm = 0.4983, lr_0 = 9.9775e-04
Validation prc-auc = 0.043538
Epoch 3587
Loss = 3.1912e-02, PNorm = 297.5421, GNorm = 0.4726, lr_0 = 9.9775e-04
Validation prc-auc = 0.050835
Epoch 3588
Loss = 2.1983e-02, PNorm = 297.5735, GNorm = 0.4357, lr_0 = 9.9775e-04
Validation prc-auc = 0.073559
Epoch 3589
Loss = 8.7336e-03, PNorm = 297.6008, GNorm = 0.2517, lr_0 = 9.9774e-04
Loss = 2.2862e-02, PNorm = 297.6282, GNorm = 0.1535, lr_0 = 9.9774e-04
Validation prc-auc = 0.063152
Epoch 3590
Loss = 2.7063e-02, PNorm = 297.6537, GNorm = 1.3156, lr_0 = 9.9774e-04
Validation prc-auc = 0.062487
Epoch 3591
Loss = 2.0739e-02, PNorm = 297.6806, GNorm = 1.7137, lr_0 = 9.9774e-04
Validation prc-auc = 0.056817
Epoch 3592
Loss = 4.8106e-03, PNorm = 297.7030, GNorm = 0.1093, lr_0 = 9.9774e-04
Validation prc-auc = 0.056244
Epoch 3593
Loss = 1.6611e-02, PNorm = 297.7224, GNorm = 0.6547, lr_0 = 9.9774e-04
Validation prc-auc = 0.057320
Epoch 3594
Loss = 3.2332e-02, PNorm = 297.7465, GNorm = 4.3864, lr_0 = 9.9774e-04
Validation prc-auc = 0.056555
Epoch 3595
Loss = 4.3579e-02, PNorm = 297.7814, GNorm = 1.3755, lr_0 = 9.9774e-04
Validation prc-auc = 0.050389
Epoch 3596
Loss = 2.8848e-02, PNorm = 297.8249, GNorm = 0.1145, lr_0 = 9.9774e-04
Validation prc-auc = 0.049294
Epoch 3597
Loss = 5.5483e-03, PNorm = 297.8737, GNorm = 0.2278, lr_0 = 9.9774e-04
Validation prc-auc = 0.052878
Epoch 3598
Loss = 1.9160e-02, PNorm = 297.9104, GNorm = 0.2141, lr_0 = 9.9774e-04
Validation prc-auc = 0.058338
Epoch 3599
Loss = 2.9770e-02, PNorm = 297.9467, GNorm = 1.8549, lr_0 = 9.9774e-04
Loss = 1.6114e-02, PNorm = 297.9784, GNorm = 0.0595, lr_0 = 9.9774e-04
Validation prc-auc = 0.054540
Epoch 3600
Loss = 2.5199e-02, PNorm = 298.0121, GNorm = 0.9622, lr_0 = 9.9774e-04
Validation prc-auc = 0.065515
Epoch 3601
Loss = 4.4988e-02, PNorm = 298.0515, GNorm = 0.8894, lr_0 = 9.9774e-04
Validation prc-auc = 0.064407
Epoch 3602
Loss = 5.3942e-02, PNorm = 298.1003, GNorm = 0.3809, lr_0 = 9.9773e-04
Validation prc-auc = 0.051720
Epoch 3603
Loss = 6.6070e-02, PNorm = 298.1503, GNorm = 1.8816, lr_0 = 9.9773e-04
Validation prc-auc = 0.034718
Epoch 3604
Loss = 2.8205e-02, PNorm = 298.2012, GNorm = 0.3740, lr_0 = 9.9773e-04
Validation prc-auc = 0.047838
Epoch 3605
Loss = 6.3824e-02, PNorm = 298.2461, GNorm = 1.3470, lr_0 = 9.9773e-04
Validation prc-auc = 0.049704
Epoch 3606
Loss = 6.5416e-02, PNorm = 298.2968, GNorm = 3.0074, lr_0 = 9.9773e-04
Validation prc-auc = 0.067772
Epoch 3607
Loss = 8.9364e-03, PNorm = 298.3475, GNorm = 0.4483, lr_0 = 9.9773e-04
Validation prc-auc = 0.072285
Epoch 3608
Loss = 2.9338e-02, PNorm = 298.3950, GNorm = 0.9314, lr_0 = 9.9773e-04
Validation prc-auc = 0.064696
Epoch 3609
Loss = 1.9068e-02, PNorm = 298.4344, GNorm = 0.6360, lr_0 = 9.9773e-04
Loss = 4.1586e-02, PNorm = 298.4722, GNorm = 1.6790, lr_0 = 9.9773e-04
Validation prc-auc = 0.055853
Epoch 3610
Loss = 2.9717e-02, PNorm = 298.5180, GNorm = 0.9455, lr_0 = 9.9773e-04
Validation prc-auc = 0.043875
Epoch 3611
Loss = 2.5226e-02, PNorm = 298.5613, GNorm = 0.6380, lr_0 = 9.9773e-04
Validation prc-auc = 0.049321
Epoch 3612
Loss = 5.9536e-02, PNorm = 298.5928, GNorm = 1.3769, lr_0 = 9.9773e-04
Validation prc-auc = 0.045658
Epoch 3613
Loss = 2.0261e-02, PNorm = 298.6290, GNorm = 1.0266, lr_0 = 9.9773e-04
Validation prc-auc = 0.055443
Epoch 3614
Loss = 1.7902e-02, PNorm = 298.6658, GNorm = 0.1407, lr_0 = 9.9773e-04
Validation prc-auc = 0.057117
Epoch 3615
Loss = 2.4928e-02, PNorm = 298.6973, GNorm = 1.7470, lr_0 = 9.9772e-04
Validation prc-auc = 0.061755
Epoch 3616
Loss = 3.1565e-02, PNorm = 298.7268, GNorm = 0.1669, lr_0 = 9.9772e-04
Validation prc-auc = 0.056559
Epoch 3617
Loss = 7.2788e-02, PNorm = 298.7559, GNorm = 2.5812, lr_0 = 9.9772e-04
Validation prc-auc = 0.060719
Epoch 3618
Loss = 3.4175e-02, PNorm = 298.7922, GNorm = 1.0838, lr_0 = 9.9772e-04
Validation prc-auc = 0.049084
Epoch 3619
Loss = 3.8043e-03, PNorm = 298.8338, GNorm = 0.1574, lr_0 = 9.9772e-04
Loss = 2.6265e-02, PNorm = 298.8649, GNorm = 0.0238, lr_0 = 9.9772e-04
Validation prc-auc = 0.045750
Epoch 3620
Loss = 4.4011e-02, PNorm = 298.8969, GNorm = 0.0876, lr_0 = 9.9772e-04
Validation prc-auc = 0.037490
Epoch 3621
Loss = 6.2028e-02, PNorm = 298.9417, GNorm = 0.4497, lr_0 = 9.9772e-04
Validation prc-auc = 0.030587
Epoch 3622
Loss = 3.6856e-02, PNorm = 298.9924, GNorm = 0.9074, lr_0 = 9.9772e-04
Validation prc-auc = 0.032138
Epoch 3623
Loss = 1.7835e-02, PNorm = 299.0314, GNorm = 0.3112, lr_0 = 9.9772e-04
Validation prc-auc = 0.035978
Epoch 3624
Loss = 2.1383e-02, PNorm = 299.0765, GNorm = 0.7914, lr_0 = 9.9772e-04
Validation prc-auc = 0.036207
Epoch 3625
Loss = 4.4701e-03, PNorm = 299.1217, GNorm = 0.1660, lr_0 = 9.9772e-04
Validation prc-auc = 0.037578
Epoch 3626
Loss = 3.2758e-02, PNorm = 299.1548, GNorm = 0.1000, lr_0 = 9.9772e-04
Validation prc-auc = 0.032137
Epoch 3627
Loss = 8.9978e-02, PNorm = 299.1822, GNorm = 0.7214, lr_0 = 9.9772e-04
Validation prc-auc = 0.019223
Epoch 3628
Loss = 1.1328e-01, PNorm = 299.2206, GNorm = 1.2077, lr_0 = 9.9772e-04
Validation prc-auc = 0.020082
Epoch 3629
Loss = 3.4245e-02, PNorm = 299.2791, GNorm = 1.2281, lr_0 = 9.9771e-04
Loss = 2.6379e-02, PNorm = 299.3259, GNorm = 0.2577, lr_0 = 9.9771e-04
Validation prc-auc = 0.023278
Epoch 3630
Loss = 4.0720e-02, PNorm = 299.3598, GNorm = 3.2083, lr_0 = 9.9771e-04
Validation prc-auc = 0.025335
Epoch 3631
Loss = 1.4432e-02, PNorm = 299.3961, GNorm = 0.1823, lr_0 = 9.9771e-04
Validation prc-auc = 0.026431
Epoch 3632
Loss = 3.7904e-02, PNorm = 299.4314, GNorm = 2.5754, lr_0 = 9.9771e-04
Validation prc-auc = 0.032306
Epoch 3633
Loss = 2.8351e-02, PNorm = 299.4722, GNorm = 2.7032, lr_0 = 9.9771e-04
Validation prc-auc = 0.034282
Epoch 3634
Loss = 4.5678e-02, PNorm = 299.5283, GNorm = 1.5285, lr_0 = 9.9771e-04
Validation prc-auc = 0.037096
Epoch 3635
Loss = 8.0895e-02, PNorm = 299.5840, GNorm = 0.1932, lr_0 = 9.9771e-04
Validation prc-auc = 0.041235
Epoch 3636
Loss = 9.5701e-02, PNorm = 299.6443, GNorm = 1.0506, lr_0 = 9.9771e-04
Validation prc-auc = 0.041437
Epoch 3637
Loss = 7.9559e-02, PNorm = 299.7017, GNorm = 1.4822, lr_0 = 9.9771e-04
Validation prc-auc = 0.042134
Epoch 3638
Loss = 2.4238e-02, PNorm = 299.7584, GNorm = 0.8327, lr_0 = 9.9771e-04
Validation prc-auc = 0.041195
Epoch 3639
Loss = 2.8237e-03, PNorm = 299.8033, GNorm = 0.0943, lr_0 = 9.9771e-04
Loss = 3.3197e-02, PNorm = 299.8472, GNorm = 2.0573, lr_0 = 9.9771e-04
Validation prc-auc = 0.053654
Epoch 3640
Loss = 2.1351e-02, PNorm = 299.8975, GNorm = 0.3857, lr_0 = 9.9771e-04
Validation prc-auc = 0.058620
Epoch 3641
Loss = 4.9882e-02, PNorm = 299.9423, GNorm = 0.0935, lr_0 = 9.9771e-04
Validation prc-auc = 0.057158
Epoch 3642
Loss = 2.5221e-02, PNorm = 299.9977, GNorm = 2.2174, lr_0 = 9.9770e-04
Validation prc-auc = 0.049985
Epoch 3643
Loss = 2.9453e-02, PNorm = 300.0467, GNorm = 0.4479, lr_0 = 9.9770e-04
Validation prc-auc = 0.052359
Epoch 3644
Loss = 1.6750e-02, PNorm = 300.0812, GNorm = 0.3865, lr_0 = 9.9770e-04
Validation prc-auc = 0.060141
Epoch 3645
Loss = 3.6456e-02, PNorm = 300.1063, GNorm = 0.1606, lr_0 = 9.9770e-04
Validation prc-auc = 0.058998
Epoch 3646
Loss = 3.9646e-02, PNorm = 300.1508, GNorm = 1.7132, lr_0 = 9.9770e-04
Validation prc-auc = 0.050840
Epoch 3647
Loss = 3.4345e-02, PNorm = 300.2067, GNorm = 2.1160, lr_0 = 9.9770e-04
Validation prc-auc = 0.048594
Epoch 3648
Loss = 4.4517e-02, PNorm = 300.2632, GNorm = 2.4582, lr_0 = 9.9770e-04
Validation prc-auc = 0.049769
Epoch 3649
Loss = 2.1074e-02, PNorm = 300.3239, GNorm = 1.3619, lr_0 = 9.9770e-04
Loss = 2.6342e-02, PNorm = 300.3793, GNorm = 0.1909, lr_0 = 9.9770e-04
Validation prc-auc = 0.051997
Epoch 3650
Loss = 2.8816e-02, PNorm = 300.4177, GNorm = 2.3001, lr_0 = 9.9770e-04
Validation prc-auc = 0.050798
Epoch 3651
Loss = 3.5728e-02, PNorm = 300.4606, GNorm = 0.0863, lr_0 = 9.9770e-04
Validation prc-auc = 0.042952
Epoch 3652
Loss = 3.0030e-02, PNorm = 300.5101, GNorm = 0.1872, lr_0 = 9.9770e-04
Validation prc-auc = 0.029675
Epoch 3653
Loss = 4.7389e-02, PNorm = 300.5479, GNorm = 1.6360, lr_0 = 9.9770e-04
Validation prc-auc = 0.027695
Epoch 3654
Loss = 4.1442e-02, PNorm = 300.5841, GNorm = 2.1399, lr_0 = 9.9770e-04
Validation prc-auc = 0.033001
Epoch 3655
Loss = 2.9133e-02, PNorm = 300.6223, GNorm = 1.6438, lr_0 = 9.9769e-04
Validation prc-auc = 0.039288
Epoch 3656
Loss = 5.3747e-02, PNorm = 300.6684, GNorm = 0.1907, lr_0 = 9.9769e-04
Validation prc-auc = 0.045511
Epoch 3657
Loss = 3.3114e-02, PNorm = 300.7193, GNorm = 0.2246, lr_0 = 9.9769e-04
Validation prc-auc = 0.047995
Epoch 3658
Loss = 9.0691e-02, PNorm = 300.7717, GNorm = 2.0124, lr_0 = 9.9769e-04
Validation prc-auc = 0.047305
Epoch 3659
Loss = 2.9654e-02, PNorm = 300.8290, GNorm = 1.8725, lr_0 = 9.9769e-04
Loss = 6.0953e-02, PNorm = 300.8781, GNorm = 0.9740, lr_0 = 9.9769e-04
Validation prc-auc = 0.048581
Epoch 3660
Loss = 3.7816e-02, PNorm = 300.9253, GNorm = 1.1012, lr_0 = 9.9769e-04
Validation prc-auc = 0.049578
Epoch 3661
Loss = 3.6136e-02, PNorm = 300.9694, GNorm = 0.3402, lr_0 = 9.9769e-04
Validation prc-auc = 0.049553
Epoch 3662
Loss = 7.5366e-02, PNorm = 301.0187, GNorm = 0.1729, lr_0 = 9.9769e-04
Validation prc-auc = 0.046752
Epoch 3663
Loss = 1.8869e-02, PNorm = 301.0633, GNorm = 0.3573, lr_0 = 9.9769e-04
Validation prc-auc = 0.041528
Epoch 3664
Loss = 4.0646e-02, PNorm = 301.1050, GNorm = 2.4789, lr_0 = 9.9769e-04
Validation prc-auc = 0.036966
Epoch 3665
Loss = 6.5199e-03, PNorm = 301.1483, GNorm = 0.7494, lr_0 = 9.9769e-04
Validation prc-auc = 0.043352
Epoch 3666
Loss = 1.0452e-02, PNorm = 301.1785, GNorm = 1.0843, lr_0 = 9.9769e-04
Validation prc-auc = 0.052077
Epoch 3667
Loss = 3.2809e-02, PNorm = 301.2075, GNorm = 0.1107, lr_0 = 9.9769e-04
Validation prc-auc = 0.059929
Epoch 3668
Loss = 2.6694e-02, PNorm = 301.2573, GNorm = 1.1781, lr_0 = 9.9769e-04
Validation prc-auc = 0.062561
Epoch 3669
Loss = 1.1428e-02, PNorm = 301.3116, GNorm = 0.3859, lr_0 = 9.9768e-04
Loss = 7.1555e-02, PNorm = 301.3672, GNorm = 0.7909, lr_0 = 9.9768e-04
Validation prc-auc = 0.068186
Epoch 3670
Loss = 3.5929e-02, PNorm = 301.4192, GNorm = 1.3385, lr_0 = 9.9768e-04
Validation prc-auc = 0.063960
Epoch 3671
Loss = 2.9288e-02, PNorm = 301.4619, GNorm = 1.4306, lr_0 = 9.9768e-04
Validation prc-auc = 0.059854
Epoch 3672
Loss = 3.3877e-02, PNorm = 301.4963, GNorm = 0.6531, lr_0 = 9.9768e-04
Validation prc-auc = 0.059791
Epoch 3673
Loss = 4.4004e-02, PNorm = 301.5382, GNorm = 0.8357, lr_0 = 9.9768e-04
Validation prc-auc = 0.058873
Epoch 3674
Loss = 6.4756e-02, PNorm = 301.5848, GNorm = 0.2152, lr_0 = 9.9768e-04
Validation prc-auc = 0.062950
Epoch 3675
Loss = 1.5974e-02, PNorm = 301.6327, GNorm = 0.4307, lr_0 = 9.9768e-04
Validation prc-auc = 0.067816
Epoch 3676
Loss = 1.5100e-02, PNorm = 301.6667, GNorm = 0.2323, lr_0 = 9.9768e-04
Validation prc-auc = 0.066096
Epoch 3677
Loss = 6.1089e-02, PNorm = 301.6933, GNorm = 2.5445, lr_0 = 9.9768e-04
Validation prc-auc = 0.059768
Epoch 3678
Loss = 5.9561e-03, PNorm = 301.7258, GNorm = 0.2499, lr_0 = 9.9768e-04
Validation prc-auc = 0.061976
Epoch 3679
Loss = 1.5749e-02, PNorm = 301.7573, GNorm = 0.4869, lr_0 = 9.9768e-04
Loss = 2.1139e-02, PNorm = 301.7862, GNorm = 0.1038, lr_0 = 9.9768e-04
Validation prc-auc = 0.064123
Epoch 3680
Loss = 1.8821e-02, PNorm = 301.8193, GNorm = 0.0509, lr_0 = 9.9768e-04
Validation prc-auc = 0.067371
Epoch 3681
Loss = 2.3846e-02, PNorm = 301.8485, GNorm = 1.5516, lr_0 = 9.9767e-04
Validation prc-auc = 0.067022
Epoch 3682
Loss = 2.1207e-02, PNorm = 301.8766, GNorm = 1.9669, lr_0 = 9.9767e-04
Validation prc-auc = 0.058948
Epoch 3683
Loss = 6.7343e-02, PNorm = 301.9013, GNorm = 0.1044, lr_0 = 9.9767e-04
Validation prc-auc = 0.055658
Epoch 3684
Loss = 3.7173e-02, PNorm = 301.9315, GNorm = 6.1961, lr_0 = 9.9767e-04
Validation prc-auc = 0.052176
Epoch 3685
Loss = 8.0013e-03, PNorm = 301.9719, GNorm = 0.5623, lr_0 = 9.9767e-04
Validation prc-auc = 0.047685
Epoch 3686
Loss = 8.5830e-03, PNorm = 302.0027, GNorm = 0.4324, lr_0 = 9.9767e-04
Validation prc-auc = 0.050116
Epoch 3687
Loss = 3.9652e-02, PNorm = 302.0388, GNorm = 0.3028, lr_0 = 9.9767e-04
Validation prc-auc = 0.051098
Epoch 3688
Loss = 4.9124e-02, PNorm = 302.0697, GNorm = 1.4711, lr_0 = 9.9767e-04
Validation prc-auc = 0.045695
Epoch 3689
Loss = 1.5455e-02, PNorm = 302.1086, GNorm = 0.8509, lr_0 = 9.9767e-04
Loss = 2.7064e-02, PNorm = 302.1559, GNorm = 1.2452, lr_0 = 9.9767e-04
Validation prc-auc = 0.048781
Epoch 3690
Loss = 1.5935e-02, PNorm = 302.1936, GNorm = 0.3299, lr_0 = 9.9767e-04
Validation prc-auc = 0.049602
Epoch 3691
Loss = 5.1673e-02, PNorm = 302.2167, GNorm = 1.1594, lr_0 = 9.9767e-04
Validation prc-auc = 0.051486
Epoch 3692
Loss = 5.3755e-02, PNorm = 302.2400, GNorm = 0.3124, lr_0 = 9.9767e-04
Validation prc-auc = 0.044764
Epoch 3693
Loss = 2.3056e-02, PNorm = 302.2689, GNorm = 0.4845, lr_0 = 9.9767e-04
Validation prc-auc = 0.040461
Epoch 3694
Loss = 3.8398e-02, PNorm = 302.2963, GNorm = 1.2000, lr_0 = 9.9767e-04
Validation prc-auc = 0.048327
Epoch 3695
Loss = 2.7448e-02, PNorm = 302.3276, GNorm = 2.7211, lr_0 = 9.9766e-04
Validation prc-auc = 0.048338
Epoch 3696
Loss = 5.0333e-02, PNorm = 302.3693, GNorm = 1.7128, lr_0 = 9.9766e-04
Validation prc-auc = 0.045467
Epoch 3697
Loss = 1.0974e-02, PNorm = 302.4166, GNorm = 1.3331, lr_0 = 9.9766e-04
Validation prc-auc = 0.051547
Epoch 3698
Loss = 4.6589e-03, PNorm = 302.4545, GNorm = 0.5688, lr_0 = 9.9766e-04
Validation prc-auc = 0.048125
Epoch 3699
Loss = 7.7914e-03, PNorm = 302.4863, GNorm = 0.3080, lr_0 = 9.9766e-04
Loss = 1.5607e-02, PNorm = 302.5101, GNorm = 0.2283, lr_0 = 9.9766e-04
Validation prc-auc = 0.046457
Epoch 3700
Loss = 2.4615e-02, PNorm = 302.5344, GNorm = 1.2963, lr_0 = 9.9766e-04
Validation prc-auc = 0.047939
Epoch 3701
Loss = 2.8570e-02, PNorm = 302.5565, GNorm = 1.1214, lr_0 = 9.9766e-04
Validation prc-auc = 0.051878
Epoch 3702
Loss = 1.3286e-02, PNorm = 302.5838, GNorm = 1.5320, lr_0 = 9.9766e-04
Validation prc-auc = 0.050905
Epoch 3703
Loss = 5.0553e-03, PNorm = 302.6077, GNorm = 0.0951, lr_0 = 9.9766e-04
Validation prc-auc = 0.051700
Epoch 3704
Loss = 7.2932e-03, PNorm = 302.6239, GNorm = 0.2510, lr_0 = 9.9766e-04
Validation prc-auc = 0.051658
Epoch 3705
Loss = 6.3623e-02, PNorm = 302.6391, GNorm = 0.2385, lr_0 = 9.9766e-04
Validation prc-auc = 0.044807
Epoch 3706
Loss = 1.5131e-02, PNorm = 302.6656, GNorm = 0.4274, lr_0 = 9.9766e-04
Validation prc-auc = 0.050170
Epoch 3707
Loss = 8.9712e-02, PNorm = 302.6905, GNorm = 2.9929, lr_0 = 9.9766e-04
Validation prc-auc = 0.057288
Epoch 3708
Loss = 2.5199e-03, PNorm = 302.7265, GNorm = 0.1350, lr_0 = 9.9765e-04
Validation prc-auc = 0.056367
Epoch 3709
Loss = 3.0593e-03, PNorm = 302.7551, GNorm = 0.1064, lr_0 = 9.9765e-04
Loss = 1.1708e-02, PNorm = 302.7742, GNorm = 0.7515, lr_0 = 9.9765e-04
Validation prc-auc = 0.063108
Epoch 3710
Loss = 4.5781e-02, PNorm = 302.7939, GNorm = 2.2475, lr_0 = 9.9765e-04
Validation prc-auc = 0.060939
Epoch 3711
Loss = 3.1037e-02, PNorm = 302.8270, GNorm = 1.8399, lr_0 = 9.9765e-04
Validation prc-auc = 0.063481
Epoch 3712
Loss = 4.0626e-02, PNorm = 302.8870, GNorm = 0.0525, lr_0 = 9.9765e-04
Validation prc-auc = 0.060998
Epoch 3713
Loss = 2.8568e-02, PNorm = 302.9392, GNorm = 0.1854, lr_0 = 9.9765e-04
Validation prc-auc = 0.060129
Epoch 3714
Loss = 2.5412e-02, PNorm = 302.9775, GNorm = 1.0873, lr_0 = 9.9765e-04
Validation prc-auc = 0.056380
Epoch 3715
Loss = 2.1874e-02, PNorm = 303.0132, GNorm = 0.6789, lr_0 = 9.9765e-04
Validation prc-auc = 0.056899
Epoch 3716
Loss = 2.2277e-02, PNorm = 303.0443, GNorm = 0.0931, lr_0 = 9.9765e-04
Validation prc-auc = 0.057964
Epoch 3717
Loss = 3.6753e-02, PNorm = 303.0675, GNorm = 1.8982, lr_0 = 9.9765e-04
Validation prc-auc = 0.058648
Epoch 3718
Loss = 1.4621e-02, PNorm = 303.1009, GNorm = 0.0727, lr_0 = 9.9765e-04
Validation prc-auc = 0.064218
Epoch 3719
Loss = 5.2659e-02, PNorm = 303.1336, GNorm = 2.0339, lr_0 = 9.9765e-04
Loss = 1.2352e-02, PNorm = 303.1661, GNorm = 1.3993, lr_0 = 9.9765e-04
Validation prc-auc = 0.053870
Epoch 3720
Loss = 1.2892e-02, PNorm = 303.1974, GNorm = 1.2207, lr_0 = 9.9765e-04
Validation prc-auc = 0.048245
Epoch 3721
Loss = 3.8261e-02, PNorm = 303.2234, GNorm = 0.1298, lr_0 = 9.9764e-04
Validation prc-auc = 0.061034
Epoch 3722
Loss = 1.4536e-02, PNorm = 303.2485, GNorm = 1.7386, lr_0 = 9.9764e-04
Validation prc-auc = 0.073304
Epoch 3723
Loss = 2.7352e-02, PNorm = 303.2743, GNorm = 0.0646, lr_0 = 9.9764e-04
Validation prc-auc = 0.068262
Epoch 3724
Loss = 4.5869e-02, PNorm = 303.3114, GNorm = 1.0930, lr_0 = 9.9764e-04
Validation prc-auc = 0.056442
Epoch 3725
Loss = 1.6381e-02, PNorm = 303.3492, GNorm = 0.2257, lr_0 = 9.9764e-04
Validation prc-auc = 0.055673
Epoch 3726
Loss = 4.7888e-02, PNorm = 303.3903, GNorm = 0.2988, lr_0 = 9.9764e-04
Validation prc-auc = 0.055401
Epoch 3727
Loss = 3.2291e-02, PNorm = 303.4294, GNorm = 1.7999, lr_0 = 9.9764e-04
Validation prc-auc = 0.062236
Epoch 3728
Loss = 6.6251e-03, PNorm = 303.4644, GNorm = 0.0721, lr_0 = 9.9764e-04
Validation prc-auc = 0.061273
Epoch 3729
Loss = 2.2736e-02, PNorm = 303.4898, GNorm = 1.7614, lr_0 = 9.9764e-04
Loss = 4.7063e-02, PNorm = 303.5264, GNorm = 0.9873, lr_0 = 9.9764e-04
Validation prc-auc = 0.065075
Epoch 3730
Loss = 1.8921e-02, PNorm = 303.5602, GNorm = 0.2731, lr_0 = 9.9764e-04
Validation prc-auc = 0.064332
Epoch 3731
Loss = 3.0625e-02, PNorm = 303.5949, GNorm = 0.0358, lr_0 = 9.9764e-04
Validation prc-auc = 0.060082
Epoch 3732
Loss = 1.8363e-02, PNorm = 303.6277, GNorm = 0.1527, lr_0 = 9.9764e-04
Validation prc-auc = 0.056358
Epoch 3733
Loss = 4.7123e-02, PNorm = 303.6586, GNorm = 0.7758, lr_0 = 9.9764e-04
Validation prc-auc = 0.051008
Epoch 3734
Loss = 1.1793e-02, PNorm = 303.7059, GNorm = 2.8896, lr_0 = 9.9763e-04
Validation prc-auc = 0.044862
Epoch 3735
Loss = 7.2657e-02, PNorm = 303.7450, GNorm = 1.1872, lr_0 = 9.9763e-04
Validation prc-auc = 0.047552
Epoch 3736
Loss = 3.2248e-02, PNorm = 303.7835, GNorm = 0.8439, lr_0 = 9.9763e-04
Validation prc-auc = 0.053404
Epoch 3737
Loss = 1.5806e-02, PNorm = 303.8214, GNorm = 0.4876, lr_0 = 9.9763e-04
Validation prc-auc = 0.064437
Epoch 3738
Loss = 3.0616e-03, PNorm = 303.8505, GNorm = 0.1477, lr_0 = 9.9763e-04
Validation prc-auc = 0.063608
Epoch 3739
Loss = 1.7859e-03, PNorm = 303.8741, GNorm = 0.0698, lr_0 = 9.9763e-04
Loss = 1.5268e-02, PNorm = 303.8908, GNorm = 0.1572, lr_0 = 9.9763e-04
Validation prc-auc = 0.058667
Epoch 3740
Loss = 3.4305e-02, PNorm = 303.9179, GNorm = 3.3148, lr_0 = 9.9763e-04
Validation prc-auc = 0.059195
Epoch 3741
Loss = 2.9188e-02, PNorm = 303.9511, GNorm = 0.4147, lr_0 = 9.9763e-04
Validation prc-auc = 0.056252
Epoch 3742
Loss = 9.3750e-03, PNorm = 303.9858, GNorm = 0.0708, lr_0 = 9.9763e-04
Validation prc-auc = 0.053214
Epoch 3743
Loss = 3.7612e-02, PNorm = 304.0142, GNorm = 3.9746, lr_0 = 9.9763e-04
Validation prc-auc = 0.055999
Epoch 3744
Loss = 1.0403e-02, PNorm = 304.0457, GNorm = 0.5598, lr_0 = 9.9763e-04
Validation prc-auc = 0.053476
Epoch 3745
Loss = 1.2545e-02, PNorm = 304.0745, GNorm = 0.0359, lr_0 = 9.9763e-04
Validation prc-auc = 0.056947
Epoch 3746
Loss = 1.7752e-02, PNorm = 304.1108, GNorm = 0.0570, lr_0 = 9.9763e-04
Validation prc-auc = 0.059551
Epoch 3747
Loss = 4.8122e-02, PNorm = 304.1510, GNorm = 0.0942, lr_0 = 9.9763e-04
Validation prc-auc = 0.051956
Epoch 3748
Loss = 2.0516e-02, PNorm = 304.1935, GNorm = 1.0843, lr_0 = 9.9762e-04
Validation prc-auc = 0.044911
Epoch 3749
Loss = 3.1214e-03, PNorm = 304.2303, GNorm = 0.1023, lr_0 = 9.9762e-04
Loss = 2.9596e-02, PNorm = 304.2640, GNorm = 1.2315, lr_0 = 9.9762e-04
Validation prc-auc = 0.051174
Epoch 3750
Loss = 3.0746e-02, PNorm = 304.2947, GNorm = 1.7364, lr_0 = 9.9762e-04
Validation prc-auc = 0.054544
Epoch 3751
Loss = 3.0858e-02, PNorm = 304.3340, GNorm = 0.7384, lr_0 = 9.9762e-04
Validation prc-auc = 0.049264
Epoch 3752
Loss = 3.9686e-02, PNorm = 304.3789, GNorm = 1.0258, lr_0 = 9.9762e-04
Validation prc-auc = 0.056852
Epoch 3753
Loss = 2.1778e-02, PNorm = 304.4350, GNorm = 0.3457, lr_0 = 9.9762e-04
Validation prc-auc = 0.055425
Epoch 3754
Loss = 2.8937e-02, PNorm = 304.4808, GNorm = 1.2240, lr_0 = 9.9762e-04
Validation prc-auc = 0.059703
Epoch 3755
Loss = 8.3750e-02, PNorm = 304.5273, GNorm = 0.0943, lr_0 = 9.9762e-04
Validation prc-auc = 0.053372
Epoch 3756
Loss = 5.8838e-02, PNorm = 304.5765, GNorm = 0.8395, lr_0 = 9.9762e-04
Validation prc-auc = 0.055856
Epoch 3757
Loss = 4.6727e-02, PNorm = 304.6262, GNorm = 1.4555, lr_0 = 9.9762e-04
Validation prc-auc = 0.061936
Epoch 3758
Loss = 1.9263e-02, PNorm = 304.6788, GNorm = 0.6594, lr_0 = 9.9762e-04
Validation prc-auc = 0.062548
Epoch 3759
Loss = 1.0340e-01, PNorm = 304.7246, GNorm = 2.1524, lr_0 = 9.9762e-04
Loss = 2.8996e-02, PNorm = 304.7669, GNorm = 0.6641, lr_0 = 9.9762e-04
Validation prc-auc = 0.060588
Epoch 3760
Loss = 4.0650e-02, PNorm = 304.8259, GNorm = 1.2982, lr_0 = 9.9762e-04
Validation prc-auc = 0.058720
Epoch 3761
Loss = 4.2000e-02, PNorm = 304.8851, GNorm = 0.1040, lr_0 = 9.9761e-04
Validation prc-auc = 0.054155
Epoch 3762
Loss = 2.5122e-02, PNorm = 304.9452, GNorm = 0.6339, lr_0 = 9.9761e-04
Validation prc-auc = 0.059358
Epoch 3763
Loss = 4.0942e-03, PNorm = 304.9894, GNorm = 0.2044, lr_0 = 9.9761e-04
Validation prc-auc = 0.066244
Epoch 3764
Loss = 2.9941e-02, PNorm = 305.0325, GNorm = 2.3014, lr_0 = 9.9761e-04
Validation prc-auc = 0.058752
Epoch 3765
Loss = 1.8754e-02, PNorm = 305.0899, GNorm = 0.0485, lr_0 = 9.9761e-04
Validation prc-auc = 0.069268
Epoch 3766
Loss = 4.1072e-02, PNorm = 305.1447, GNorm = 0.0238, lr_0 = 9.9761e-04
Validation prc-auc = 0.064215
Epoch 3767
Loss = 3.4251e-02, PNorm = 305.1995, GNorm = 0.0763, lr_0 = 9.9761e-04
Validation prc-auc = 0.055635
Epoch 3768
Loss = 5.6537e-02, PNorm = 305.2571, GNorm = 1.2786, lr_0 = 9.9761e-04
Validation prc-auc = 0.055351
Epoch 3769
Loss = 4.1412e-03, PNorm = 305.3009, GNorm = 0.1312, lr_0 = 9.9761e-04
Loss = 3.0840e-02, PNorm = 305.3415, GNorm = 0.4546, lr_0 = 9.9761e-04
Validation prc-auc = 0.059777
Epoch 3770
Loss = 4.1196e-02, PNorm = 305.3746, GNorm = 1.5288, lr_0 = 9.9761e-04
Validation prc-auc = 0.065473
Epoch 3771
Loss = 2.5288e-02, PNorm = 305.4036, GNorm = 0.7826, lr_0 = 9.9761e-04
Validation prc-auc = 0.065992
Epoch 3772
Loss = 5.5085e-02, PNorm = 305.4501, GNorm = 1.6466, lr_0 = 9.9761e-04
Validation prc-auc = 0.059458
Epoch 3773
Loss = 2.7142e-02, PNorm = 305.4971, GNorm = 0.3541, lr_0 = 9.9761e-04
Validation prc-auc = 0.056947
Epoch 3774
Loss = 3.9031e-02, PNorm = 305.5419, GNorm = 1.8108, lr_0 = 9.9760e-04
Validation prc-auc = 0.057744
Epoch 3775
Loss = 5.7531e-02, PNorm = 305.5941, GNorm = 1.9570, lr_0 = 9.9760e-04
Validation prc-auc = 0.063100
Epoch 3776
Loss = 1.1393e-02, PNorm = 305.6508, GNorm = 0.6952, lr_0 = 9.9760e-04
Validation prc-auc = 0.076453
Epoch 3777
Loss = 3.0807e-02, PNorm = 305.6872, GNorm = 0.0810, lr_0 = 9.9760e-04
Validation prc-auc = 0.070833
Epoch 3778
Loss = 6.6451e-03, PNorm = 305.7210, GNorm = 0.5600, lr_0 = 9.9760e-04
Validation prc-auc = 0.071672
Epoch 3779
Loss = 5.2222e-03, PNorm = 305.7503, GNorm = 0.2718, lr_0 = 9.9760e-04
Loss = 3.5096e-02, PNorm = 305.7749, GNorm = 0.7243, lr_0 = 9.9760e-04
Validation prc-auc = 0.066579
Epoch 3780
Loss = 2.6843e-02, PNorm = 305.7995, GNorm = 0.0745, lr_0 = 9.9760e-04
Validation prc-auc = 0.063062
Epoch 3781
Loss = 5.5384e-02, PNorm = 305.8264, GNorm = 0.1187, lr_0 = 9.9760e-04
Validation prc-auc = 0.069248
Epoch 3782
Loss = 2.4565e-02, PNorm = 305.8530, GNorm = 1.7632, lr_0 = 9.9760e-04
Validation prc-auc = 0.068670
Epoch 3783
Loss = 1.3375e-02, PNorm = 305.8820, GNorm = 0.4320, lr_0 = 9.9760e-04
Validation prc-auc = 0.064957
Epoch 3784
Loss = 2.4039e-02, PNorm = 305.9160, GNorm = 0.4898, lr_0 = 9.9760e-04
Validation prc-auc = 0.064836
Epoch 3785
Loss = 5.5491e-02, PNorm = 305.9487, GNorm = 2.7677, lr_0 = 9.9760e-04
Validation prc-auc = 0.060214
Epoch 3786
Loss = 4.5096e-02, PNorm = 305.9786, GNorm = 0.6663, lr_0 = 9.9760e-04
Validation prc-auc = 0.058873
Epoch 3787
Loss = 3.6019e-02, PNorm = 306.0086, GNorm = 0.1399, lr_0 = 9.9760e-04
Validation prc-auc = 0.057405
Epoch 3788
Loss = 5.9697e-02, PNorm = 306.0338, GNorm = 0.1377, lr_0 = 9.9759e-04
Validation prc-auc = 0.058644
Epoch 3789
Loss = 4.1695e-02, PNorm = 306.0588, GNorm = 1.8383, lr_0 = 9.9759e-04
Loss = 2.6399e-02, PNorm = 306.0842, GNorm = 0.3647, lr_0 = 9.9759e-04
Validation prc-auc = 0.058380
Epoch 3790
Loss = 7.0489e-02, PNorm = 306.1140, GNorm = 0.3731, lr_0 = 9.9759e-04
Validation prc-auc = 0.062247
Epoch 3791
Loss = 5.4873e-02, PNorm = 306.1577, GNorm = 0.9071, lr_0 = 9.9759e-04
Validation prc-auc = 0.051363
Epoch 3792
Loss = 2.1666e-02, PNorm = 306.2001, GNorm = 0.9471, lr_0 = 9.9759e-04
Validation prc-auc = 0.057854
Epoch 3793
Loss = 2.0478e-02, PNorm = 306.2283, GNorm = 0.0875, lr_0 = 9.9759e-04
Validation prc-auc = 0.063707
Epoch 3794
Loss = 2.4056e-02, PNorm = 306.2612, GNorm = 0.0400, lr_0 = 9.9759e-04
Validation prc-auc = 0.057325
Epoch 3795
Loss = 3.3705e-02, PNorm = 306.2947, GNorm = 0.8817, lr_0 = 9.9759e-04
Validation prc-auc = 0.057853
Epoch 3796
Loss = 1.7252e-02, PNorm = 306.3372, GNorm = 0.2494, lr_0 = 9.9759e-04
Validation prc-auc = 0.051162
Epoch 3797
Loss = 7.5992e-02, PNorm = 306.3747, GNorm = 2.4214, lr_0 = 9.9759e-04
Validation prc-auc = 0.054970
Epoch 3798
Loss = 7.9832e-02, PNorm = 306.4090, GNorm = 4.1343, lr_0 = 9.9759e-04
Validation prc-auc = 0.053305
Epoch 3799
Loss = 4.9709e-03, PNorm = 306.4471, GNorm = 0.1589, lr_0 = 9.9759e-04
Loss = 2.5473e-02, PNorm = 306.4937, GNorm = 1.2492, lr_0 = 9.9759e-04
Validation prc-auc = 0.052672
Epoch 3800
Loss = 3.3517e-02, PNorm = 306.5306, GNorm = 0.9388, lr_0 = 9.9758e-04
Validation prc-auc = 0.047365
Epoch 3801
Loss = 1.5347e-02, PNorm = 306.5668, GNorm = 0.3154, lr_0 = 9.9758e-04
Validation prc-auc = 0.050794
Epoch 3802
Loss = 2.6883e-02, PNorm = 306.5981, GNorm = 0.1056, lr_0 = 9.9758e-04
Validation prc-auc = 0.043119
Epoch 3803
Loss = 7.6528e-03, PNorm = 306.6252, GNorm = 0.1324, lr_0 = 9.9758e-04
Validation prc-auc = 0.047121
Epoch 3804
Loss = 3.7021e-03, PNorm = 306.6459, GNorm = 0.2244, lr_0 = 9.9758e-04
Validation prc-auc = 0.060150
Epoch 3805
Loss = 4.7824e-02, PNorm = 306.6705, GNorm = 1.4497, lr_0 = 9.9758e-04
Validation prc-auc = 0.059678
Epoch 3806
Loss = 1.8770e-02, PNorm = 306.7252, GNorm = 0.1004, lr_0 = 9.9758e-04
Validation prc-auc = 0.059353
Epoch 3807
Loss = 1.0268e-02, PNorm = 306.7696, GNorm = 0.3274, lr_0 = 9.9758e-04
Validation prc-auc = 0.057422
Epoch 3808
Loss = 2.4612e-02, PNorm = 306.8165, GNorm = 1.6007, lr_0 = 9.9758e-04
Validation prc-auc = 0.050612
Epoch 3809
Loss = 1.4225e-02, PNorm = 306.8661, GNorm = 0.4894, lr_0 = 9.9758e-04
Loss = 1.6432e-02, PNorm = 306.9005, GNorm = 0.2394, lr_0 = 9.9758e-04
Validation prc-auc = 0.056446
Epoch 3810
Loss = 2.5924e-02, PNorm = 306.9292, GNorm = 1.3145, lr_0 = 9.9758e-04
Validation prc-auc = 0.058529
Epoch 3811
Loss = 2.0790e-02, PNorm = 306.9553, GNorm = 0.4781, lr_0 = 9.9758e-04
Validation prc-auc = 0.059039
Epoch 3812
Loss = 3.9808e-02, PNorm = 306.9756, GNorm = 1.8413, lr_0 = 9.9758e-04
Validation prc-auc = 0.062741
Epoch 3813
Loss = 1.8860e-02, PNorm = 307.0026, GNorm = 0.2423, lr_0 = 9.9758e-04
Validation prc-auc = 0.062609
Epoch 3814
Loss = 6.1227e-02, PNorm = 307.0342, GNorm = 1.6228, lr_0 = 9.9757e-04
Validation prc-auc = 0.066973
Epoch 3815
Loss = 4.2522e-02, PNorm = 307.0709, GNorm = 0.4751, lr_0 = 9.9757e-04
Validation prc-auc = 0.070715
Epoch 3816
Loss = 2.0746e-02, PNorm = 307.1167, GNorm = 0.9892, lr_0 = 9.9757e-04
Validation prc-auc = 0.063391
Epoch 3817
Loss = 2.4112e-02, PNorm = 307.1544, GNorm = 0.0991, lr_0 = 9.9757e-04
Validation prc-auc = 0.065500
Epoch 3818
Loss = 8.2539e-03, PNorm = 307.1896, GNorm = 0.2875, lr_0 = 9.9757e-04
Validation prc-auc = 0.052658
Epoch 3819
Loss = 4.2153e-02, PNorm = 307.2319, GNorm = 0.9259, lr_0 = 9.9757e-04
Loss = 2.8043e-02, PNorm = 307.2905, GNorm = 1.2498, lr_0 = 9.9757e-04
Validation prc-auc = 0.044549
Epoch 3820
Loss = 4.0321e-02, PNorm = 307.3310, GNorm = 2.1503, lr_0 = 9.9757e-04
Validation prc-auc = 0.040342
Epoch 3821
Loss = 2.8408e-02, PNorm = 307.3659, GNorm = 1.7691, lr_0 = 9.9757e-04
Validation prc-auc = 0.048531
Epoch 3822
Loss = 1.7265e-02, PNorm = 307.3972, GNorm = 1.6854, lr_0 = 9.9757e-04
Validation prc-auc = 0.050973
Epoch 3823
Loss = 2.8709e-02, PNorm = 307.4230, GNorm = 0.2313, lr_0 = 9.9757e-04
Validation prc-auc = 0.046328
Epoch 3824
Loss = 1.2331e-02, PNorm = 307.4472, GNorm = 0.1668, lr_0 = 9.9757e-04
Validation prc-auc = 0.053287
Epoch 3825
Loss = 6.9913e-02, PNorm = 307.4807, GNorm = 1.0395, lr_0 = 9.9757e-04
Validation prc-auc = 0.051821
Epoch 3826
Loss = 2.0299e-02, PNorm = 307.5288, GNorm = 0.6205, lr_0 = 9.9757e-04
Validation prc-auc = 0.053286
Epoch 3827
Loss = 6.5192e-02, PNorm = 307.5663, GNorm = 1.8531, lr_0 = 9.9756e-04
Validation prc-auc = 0.057038
Epoch 3828
Loss = 1.2375e-01, PNorm = 307.6040, GNorm = 0.5074, lr_0 = 9.9756e-04
Validation prc-auc = 0.058260
Epoch 3829
Loss = 3.2453e-03, PNorm = 307.6440, GNorm = 0.1423, lr_0 = 9.9756e-04
Loss = 4.3795e-02, PNorm = 307.6866, GNorm = 1.1017, lr_0 = 9.9756e-04
Validation prc-auc = 0.045443
Epoch 3830
Loss = 2.1287e-02, PNorm = 307.7366, GNorm = 1.8133, lr_0 = 9.9756e-04
Validation prc-auc = 0.042519
Epoch 3831
Loss = 2.4342e-02, PNorm = 307.7780, GNorm = 0.9235, lr_0 = 9.9756e-04
Validation prc-auc = 0.052063
Epoch 3832
Loss = 3.2698e-02, PNorm = 307.8190, GNorm = 0.2973, lr_0 = 9.9756e-04
Validation prc-auc = 0.053030
Epoch 3833
Loss = 5.6394e-03, PNorm = 307.8504, GNorm = 1.0957, lr_0 = 9.9756e-04
Validation prc-auc = 0.053527
Epoch 3834
Loss = 1.2018e-02, PNorm = 307.8816, GNorm = 0.1732, lr_0 = 9.9756e-04
Validation prc-auc = 0.051580
Epoch 3835
Loss = 2.1376e-02, PNorm = 307.9124, GNorm = 1.1165, lr_0 = 9.9756e-04
Validation prc-auc = 0.057176
Epoch 3836
Loss = 6.9013e-03, PNorm = 307.9600, GNorm = 0.9394, lr_0 = 9.9756e-04
Validation prc-auc = 0.066647
Epoch 3837
Loss = 4.3746e-02, PNorm = 308.0095, GNorm = 1.2381, lr_0 = 9.9756e-04
Validation prc-auc = 0.071695
Epoch 3838
Loss = 5.8029e-02, PNorm = 308.0515, GNorm = 0.3980, lr_0 = 9.9756e-04
Validation prc-auc = 0.063393
Epoch 3839
Loss = 5.7700e-04, PNorm = 308.1031, GNorm = 0.0261, lr_0 = 9.9756e-04
Loss = 1.8206e-02, PNorm = 308.1573, GNorm = 1.3488, lr_0 = 9.9756e-04
Validation prc-auc = 0.067822
Epoch 3840
Loss = 1.8760e-02, PNorm = 308.2016, GNorm = 0.0856, lr_0 = 9.9755e-04
Validation prc-auc = 0.068952
Epoch 3841
Loss = 1.0221e-01, PNorm = 308.2468, GNorm = 1.5276, lr_0 = 9.9755e-04
Validation prc-auc = 0.067140
Epoch 3842
Loss = 5.7900e-02, PNorm = 308.2988, GNorm = 0.4654, lr_0 = 9.9755e-04
Validation prc-auc = 0.050711
Epoch 3843
Loss = 3.0046e-02, PNorm = 308.3397, GNorm = 0.6944, lr_0 = 9.9755e-04
Validation prc-auc = 0.048934
Epoch 3844
Loss = 2.8378e-02, PNorm = 308.3668, GNorm = 0.1193, lr_0 = 9.9755e-04
Validation prc-auc = 0.052023
Epoch 3845
Loss = 2.4284e-02, PNorm = 308.3946, GNorm = 0.8777, lr_0 = 9.9755e-04
Validation prc-auc = 0.054327
Epoch 3846
Loss = 2.2931e-02, PNorm = 308.4226, GNorm = 2.5994, lr_0 = 9.9755e-04
Validation prc-auc = 0.057505
Epoch 3847
Loss = 2.1301e-02, PNorm = 308.4520, GNorm = 0.5187, lr_0 = 9.9755e-04
Validation prc-auc = 0.055348
Epoch 3848
Loss = 1.0509e-01, PNorm = 308.4903, GNorm = 0.1887, lr_0 = 9.9755e-04
Validation prc-auc = 0.055293
Epoch 3849
Loss = 1.8557e-02, PNorm = 308.5261, GNorm = 1.4217, lr_0 = 9.9755e-04
Loss = 4.6950e-02, PNorm = 308.5674, GNorm = 2.3098, lr_0 = 9.9755e-04
Validation prc-auc = 0.047512
Epoch 3850
Loss = 3.1199e-02, PNorm = 308.6268, GNorm = 0.5808, lr_0 = 9.9755e-04
Validation prc-auc = 0.057118
Epoch 3851
Loss = 1.3903e-02, PNorm = 308.6744, GNorm = 0.1247, lr_0 = 9.9755e-04
Validation prc-auc = 0.060226
Epoch 3852
Loss = 4.3334e-02, PNorm = 308.7127, GNorm = 0.7348, lr_0 = 9.9755e-04
Validation prc-auc = 0.060689
Epoch 3853
Loss = 6.0415e-02, PNorm = 308.7518, GNorm = 1.5597, lr_0 = 9.9754e-04
Validation prc-auc = 0.069252
Epoch 3854
Loss = 2.5233e-02, PNorm = 308.7915, GNorm = 0.5562, lr_0 = 9.9754e-04
Validation prc-auc = 0.065079
Epoch 3855
Loss = 3.0772e-02, PNorm = 308.8209, GNorm = 0.1365, lr_0 = 9.9754e-04
Validation prc-auc = 0.063303
Epoch 3856
Loss = 4.8211e-02, PNorm = 308.8452, GNorm = 0.1753, lr_0 = 9.9754e-04
Validation prc-auc = 0.059719
Epoch 3857
Loss = 3.6101e-02, PNorm = 308.8729, GNorm = 0.0683, lr_0 = 9.9754e-04
Validation prc-auc = 0.062053
Epoch 3858
Loss = 2.7529e-02, PNorm = 308.9179, GNorm = 0.7825, lr_0 = 9.9754e-04
Validation prc-auc = 0.064581
Epoch 3859
Loss = 4.8086e-02, PNorm = 308.9610, GNorm = 1.1529, lr_0 = 9.9754e-04
Loss = 3.9476e-02, PNorm = 308.9955, GNorm = 0.1345, lr_0 = 9.9754e-04
Validation prc-auc = 0.059509
Epoch 3860
Loss = 5.1152e-02, PNorm = 309.0458, GNorm = 0.2986, lr_0 = 9.9754e-04
Validation prc-auc = 0.059554
Epoch 3861
Loss = 4.9948e-02, PNorm = 309.0950, GNorm = 1.9984, lr_0 = 9.9754e-04
Validation prc-auc = 0.061765
Epoch 3862
Loss = 3.0427e-02, PNorm = 309.1571, GNorm = 0.4437, lr_0 = 9.9754e-04
Validation prc-auc = 0.068769
Epoch 3863
Loss = 2.2444e-02, PNorm = 309.2075, GNorm = 1.0477, lr_0 = 9.9754e-04
Validation prc-auc = 0.073003
Epoch 3864
Loss = 3.8991e-02, PNorm = 309.2467, GNorm = 0.4417, lr_0 = 9.9754e-04
Validation prc-auc = 0.066441
Epoch 3865
Loss = 2.2845e-02, PNorm = 309.2909, GNorm = 1.4069, lr_0 = 9.9754e-04
Validation prc-auc = 0.059871
Epoch 3866
Loss = 3.2798e-02, PNorm = 309.3377, GNorm = 2.5590, lr_0 = 9.9754e-04
Validation prc-auc = 0.064601
Epoch 3867
Loss = 2.8459e-02, PNorm = 309.3927, GNorm = 0.4517, lr_0 = 9.9753e-04
Validation prc-auc = 0.063449
Epoch 3868
Loss = 2.6818e-02, PNorm = 309.4539, GNorm = 0.0369, lr_0 = 9.9753e-04
Validation prc-auc = 0.074327
Epoch 3869
Loss = 3.7113e-02, PNorm = 309.5202, GNorm = 1.9855, lr_0 = 9.9753e-04
Loss = 3.0111e-02, PNorm = 309.5817, GNorm = 1.6201, lr_0 = 9.9753e-04
Validation prc-auc = 0.072869
Epoch 3870
Loss = 5.2729e-02, PNorm = 309.6587, GNorm = 2.5122, lr_0 = 9.9753e-04
Validation prc-auc = 0.061566
Epoch 3871
Loss = 2.9424e-02, PNorm = 309.7220, GNorm = 1.4783, lr_0 = 9.9753e-04
Validation prc-auc = 0.057298
Epoch 3872
Loss = 3.2601e-02, PNorm = 309.7762, GNorm = 2.2915, lr_0 = 9.9753e-04
Validation prc-auc = 0.064279
Epoch 3873
Loss = 3.4701e-02, PNorm = 309.8255, GNorm = 0.4692, lr_0 = 9.9753e-04
Validation prc-auc = 0.070606
Epoch 3874
Loss = 5.1250e-02, PNorm = 309.8713, GNorm = 0.0959, lr_0 = 9.9753e-04
Validation prc-auc = 0.068766
Epoch 3875
Loss = 2.0280e-02, PNorm = 309.9198, GNorm = 0.8448, lr_0 = 9.9753e-04
Validation prc-auc = 0.066776
Epoch 3876
Loss = 6.0243e-02, PNorm = 309.9599, GNorm = 0.1754, lr_0 = 9.9753e-04
Validation prc-auc = 0.067247
Epoch 3877
Loss = 4.4236e-02, PNorm = 309.9935, GNorm = 0.4531, lr_0 = 9.9753e-04
Validation prc-auc = 0.068466
Epoch 3878
Loss = 6.0852e-02, PNorm = 310.0295, GNorm = 1.0450, lr_0 = 9.9753e-04
Validation prc-auc = 0.071611
Epoch 3879
Loss = 1.3362e-02, PNorm = 310.0637, GNorm = 0.5264, lr_0 = 9.9753e-04
Loss = 2.3149e-02, PNorm = 310.0994, GNorm = 1.3884, lr_0 = 9.9753e-04
Validation prc-auc = 0.077864
Epoch 3880
Loss = 1.2202e-01, PNorm = 310.1600, GNorm = 2.9410, lr_0 = 9.9752e-04
Validation prc-auc = 0.054103
Epoch 3881
Loss = 5.9130e-02, PNorm = 310.2271, GNorm = 1.8416, lr_0 = 9.9752e-04
Validation prc-auc = 0.053081
Epoch 3882
Loss = 5.1572e-02, PNorm = 310.2790, GNorm = 0.4465, lr_0 = 9.9752e-04
Validation prc-auc = 0.057011
Epoch 3883
Loss = 2.9726e-02, PNorm = 310.3249, GNorm = 0.9907, lr_0 = 9.9752e-04
Validation prc-auc = 0.058404
Epoch 3884
Loss = 4.5203e-02, PNorm = 310.3602, GNorm = 0.5432, lr_0 = 9.9752e-04
Validation prc-auc = 0.053816
Epoch 3885
Loss = 4.7231e-02, PNorm = 310.3957, GNorm = 1.2644, lr_0 = 9.9752e-04
Validation prc-auc = 0.047353
Epoch 3886
Loss = 3.8604e-02, PNorm = 310.4443, GNorm = 0.9455, lr_0 = 9.9752e-04
Validation prc-auc = 0.047224
Epoch 3887
Loss = 5.9457e-02, PNorm = 310.5075, GNorm = 0.5329, lr_0 = 9.9752e-04
Validation prc-auc = 0.051774
Epoch 3888
Loss = 2.0663e-02, PNorm = 310.5778, GNorm = 0.0835, lr_0 = 9.9752e-04
Validation prc-auc = 0.057787
Epoch 3889
Loss = 1.8311e-03, PNorm = 310.6263, GNorm = 0.0649, lr_0 = 9.9752e-04
Loss = 2.5905e-02, PNorm = 310.6643, GNorm = 1.2829, lr_0 = 9.9752e-04
Validation prc-auc = 0.059028
Epoch 3890
Loss = 1.6530e-02, PNorm = 310.7113, GNorm = 0.5867, lr_0 = 9.9752e-04
Validation prc-auc = 0.053573
Epoch 3891
Loss = 2.7322e-02, PNorm = 310.7627, GNorm = 0.9113, lr_0 = 9.9752e-04
Validation prc-auc = 0.056090
Epoch 3892
Loss = 5.7206e-02, PNorm = 310.8089, GNorm = 0.1101, lr_0 = 9.9752e-04
Validation prc-auc = 0.064594
Epoch 3893
Loss = 1.1652e-02, PNorm = 310.8646, GNorm = 0.6008, lr_0 = 9.9751e-04
Validation prc-auc = 0.060348
Epoch 3894
Loss = 5.8090e-02, PNorm = 310.9079, GNorm = 2.3645, lr_0 = 9.9751e-04
Validation prc-auc = 0.061287
Epoch 3895
Loss = 3.4393e-02, PNorm = 310.9581, GNorm = 1.1576, lr_0 = 9.9751e-04
Validation prc-auc = 0.061943
Epoch 3896
Loss = 6.2891e-02, PNorm = 311.0091, GNorm = 4.2417, lr_0 = 9.9751e-04
Validation prc-auc = 0.063560
Epoch 3897
Loss = 5.1137e-02, PNorm = 311.0622, GNorm = 1.1531, lr_0 = 9.9751e-04
Validation prc-auc = 0.062002
Epoch 3898
Loss = 5.3379e-03, PNorm = 311.0986, GNorm = 0.1689, lr_0 = 9.9751e-04
Validation prc-auc = 0.059415
Epoch 3899
Loss = 6.9640e-03, PNorm = 311.1279, GNorm = 0.2384, lr_0 = 9.9751e-04
Loss = 3.8055e-02, PNorm = 311.1577, GNorm = 1.5993, lr_0 = 9.9751e-04
Validation prc-auc = 0.056284
Epoch 3900
Loss = 2.1845e-02, PNorm = 311.1971, GNorm = 1.1139, lr_0 = 9.9751e-04
Validation prc-auc = 0.059656
Epoch 3901
Loss = 5.5504e-02, PNorm = 311.2460, GNorm = 0.1394, lr_0 = 9.9751e-04
Validation prc-auc = 0.059991
Epoch 3902
Loss = 2.4845e-02, PNorm = 311.3102, GNorm = 0.2377, lr_0 = 9.9751e-04
Validation prc-auc = 0.061280
Epoch 3903
Loss = 4.4713e-02, PNorm = 311.3584, GNorm = 0.7760, lr_0 = 9.9751e-04
Validation prc-auc = 0.056303
Epoch 3904
Loss = 2.0906e-02, PNorm = 311.4009, GNorm = 0.5125, lr_0 = 9.9751e-04
Validation prc-auc = 0.053227
Epoch 3905
Loss = 3.5671e-02, PNorm = 311.4401, GNorm = 1.9011, lr_0 = 9.9751e-04
Validation prc-auc = 0.058519
Epoch 3906
Loss = 8.0365e-03, PNorm = 311.4799, GNorm = 0.3614, lr_0 = 9.9751e-04
Validation prc-auc = 0.063733
Epoch 3907
Loss = 1.8490e-02, PNorm = 311.5144, GNorm = 1.1990, lr_0 = 9.9750e-04
Validation prc-auc = 0.070042
Epoch 3908
Loss = 8.9423e-03, PNorm = 311.5480, GNorm = 0.1941, lr_0 = 9.9750e-04
Validation prc-auc = 0.064074
Epoch 3909
Loss = 4.7496e-02, PNorm = 311.5790, GNorm = 1.1213, lr_0 = 9.9750e-04
Loss = 4.1019e-02, PNorm = 311.6120, GNorm = 0.1453, lr_0 = 9.9750e-04
Validation prc-auc = 0.066724
Epoch 3910
Loss = 2.4144e-02, PNorm = 311.6477, GNorm = 0.6794, lr_0 = 9.9750e-04
Validation prc-auc = 0.072450
Epoch 3911
Loss = 6.3938e-02, PNorm = 311.6834, GNorm = 1.8527, lr_0 = 9.9750e-04
Validation prc-auc = 0.068329
Epoch 3912
Loss = 2.4695e-02, PNorm = 311.7328, GNorm = 0.4092, lr_0 = 9.9750e-04
Validation prc-auc = 0.073354
Epoch 3913
Loss = 2.2354e-02, PNorm = 311.7742, GNorm = 0.0642, lr_0 = 9.9750e-04
Validation prc-auc = 0.078698
Epoch 3914
Loss = 2.4086e-02, PNorm = 311.8043, GNorm = 0.8976, lr_0 = 9.9750e-04
Validation prc-auc = 0.080540
Epoch 3915
Loss = 5.2539e-02, PNorm = 311.8345, GNorm = 1.6071, lr_0 = 9.9750e-04
Validation prc-auc = 0.077509
Epoch 3916
Loss = 4.6649e-03, PNorm = 311.8657, GNorm = 0.1449, lr_0 = 9.9750e-04
Validation prc-auc = 0.077103
Epoch 3917
Loss = 5.3647e-02, PNorm = 311.8950, GNorm = 1.5620, lr_0 = 9.9750e-04
Validation prc-auc = 0.075573
Epoch 3918
Loss = 4.3652e-03, PNorm = 311.9214, GNorm = 0.1708, lr_0 = 9.9750e-04
Validation prc-auc = 0.073933
Epoch 3919
Loss = 8.9615e-04, PNorm = 311.9513, GNorm = 0.0361, lr_0 = 9.9750e-04
Loss = 5.5040e-02, PNorm = 311.9940, GNorm = 1.4047, lr_0 = 9.9749e-04
Validation prc-auc = 0.075977
Epoch 3920
Loss = 2.5246e-02, PNorm = 312.0379, GNorm = 0.1551, lr_0 = 9.9749e-04
Validation prc-auc = 0.065626
Epoch 3921
Loss = 1.1886e-02, PNorm = 312.0724, GNorm = 0.4428, lr_0 = 9.9749e-04
Validation prc-auc = 0.061849
Epoch 3922
Loss = 2.7920e-02, PNorm = 312.1008, GNorm = 0.7350, lr_0 = 9.9749e-04
Validation prc-auc = 0.062701
Epoch 3923
Loss = 3.9311e-02, PNorm = 312.1331, GNorm = 1.3085, lr_0 = 9.9749e-04
Validation prc-auc = 0.060241
Epoch 3924
Loss = 8.7041e-03, PNorm = 312.1644, GNorm = 0.4725, lr_0 = 9.9749e-04
Validation prc-auc = 0.059843
Epoch 3925
Loss = 5.4505e-02, PNorm = 312.1968, GNorm = 0.2276, lr_0 = 9.9749e-04
Validation prc-auc = 0.059330
Epoch 3926
Loss = 1.1369e-02, PNorm = 312.2365, GNorm = 0.1558, lr_0 = 9.9749e-04
Validation prc-auc = 0.058983
Epoch 3927
Loss = 6.7550e-03, PNorm = 312.2762, GNorm = 0.1627, lr_0 = 9.9749e-04
Validation prc-auc = 0.057713
Epoch 3928
Loss = 7.9222e-02, PNorm = 312.3066, GNorm = 1.6353, lr_0 = 9.9749e-04
Validation prc-auc = 0.055779
Epoch 3929
Loss = 5.3556e-02, PNorm = 312.3423, GNorm = 1.7482, lr_0 = 9.9749e-04
Loss = 2.4502e-02, PNorm = 312.3791, GNorm = 2.3105, lr_0 = 9.9749e-04
Validation prc-auc = 0.060197
Epoch 3930
Loss = 3.7051e-02, PNorm = 312.4164, GNorm = 0.5342, lr_0 = 9.9749e-04
Validation prc-auc = 0.058740
Epoch 3931
Loss = 2.0105e-02, PNorm = 312.4425, GNorm = 1.0194, lr_0 = 9.9749e-04
Validation prc-auc = 0.061958
Epoch 3932
Loss = 2.6094e-02, PNorm = 312.4718, GNorm = 0.6132, lr_0 = 9.9749e-04
Validation prc-auc = 0.072409
Epoch 3933
Loss = 2.1012e-02, PNorm = 312.5037, GNorm = 0.0323, lr_0 = 9.9748e-04
Validation prc-auc = 0.060943
Epoch 3934
Loss = 1.9277e-02, PNorm = 312.5350, GNorm = 0.0767, lr_0 = 9.9748e-04
Validation prc-auc = 0.053036
Epoch 3935
Loss = 7.5004e-02, PNorm = 312.5738, GNorm = 0.7408, lr_0 = 9.9748e-04
Validation prc-auc = 0.050573
Epoch 3936
Loss = 6.0447e-02, PNorm = 312.6193, GNorm = 1.2902, lr_0 = 9.9748e-04
Validation prc-auc = 0.049300
Epoch 3937
Loss = 3.4402e-02, PNorm = 312.6638, GNorm = 1.1411, lr_0 = 9.9748e-04
Validation prc-auc = 0.058138
Epoch 3938
Loss = 2.9937e-02, PNorm = 312.7011, GNorm = 1.7181, lr_0 = 9.9748e-04
Validation prc-auc = 0.052103
Epoch 3939
Loss = 3.9125e-02, PNorm = 312.7236, GNorm = 2.4155, lr_0 = 9.9748e-04
Loss = 3.7872e-02, PNorm = 312.7482, GNorm = 0.1580, lr_0 = 9.9748e-04
Validation prc-auc = 0.042287
Epoch 3940
Loss = 2.8944e-02, PNorm = 312.7794, GNorm = 1.6780, lr_0 = 9.9748e-04
Validation prc-auc = 0.041644
Epoch 3941
Loss = 5.4129e-02, PNorm = 312.8176, GNorm = 0.3307, lr_0 = 9.9748e-04
Validation prc-auc = 0.061167
Epoch 3942
Loss = 3.1426e-02, PNorm = 312.8565, GNorm = 0.1352, lr_0 = 9.9748e-04
Validation prc-auc = 0.055823
Epoch 3943
Loss = 3.7150e-02, PNorm = 312.8997, GNorm = 0.1039, lr_0 = 9.9748e-04
Validation prc-auc = 0.057689
Epoch 3944
Loss = 1.9448e-02, PNorm = 312.9508, GNorm = 0.4036, lr_0 = 9.9748e-04
Validation prc-auc = 0.061983
Epoch 3945
Loss = 7.6172e-03, PNorm = 312.9881, GNorm = 0.2352, lr_0 = 9.9748e-04
Validation prc-auc = 0.058776
Epoch 3946
Loss = 4.9514e-02, PNorm = 313.0206, GNorm = 1.6242, lr_0 = 9.9747e-04
Validation prc-auc = 0.056963
Epoch 3947
Loss = 6.5756e-02, PNorm = 313.0541, GNorm = 0.2684, lr_0 = 9.9747e-04
Validation prc-auc = 0.064495
Epoch 3948
Loss = 2.3945e-02, PNorm = 313.0989, GNorm = 1.1121, lr_0 = 9.9747e-04
Validation prc-auc = 0.064752
Epoch 3949
Loss = 1.2447e-02, PNorm = 313.1480, GNorm = 0.3834, lr_0 = 9.9747e-04
Loss = 1.3767e-02, PNorm = 313.1863, GNorm = 0.4437, lr_0 = 9.9747e-04
Validation prc-auc = 0.063487
Epoch 3950
Loss = 2.9721e-02, PNorm = 313.2115, GNorm = 0.1014, lr_0 = 9.9747e-04
Validation prc-auc = 0.065667
Epoch 3951
Loss = 6.1722e-02, PNorm = 313.2459, GNorm = 1.0491, lr_0 = 9.9747e-04
Validation prc-auc = 0.064344
Epoch 3952
Loss = 3.5837e-02, PNorm = 313.2861, GNorm = 1.5471, lr_0 = 9.9747e-04
Validation prc-auc = 0.062077
Epoch 3953
Loss = 4.9508e-02, PNorm = 313.3329, GNorm = 1.0690, lr_0 = 9.9747e-04
Validation prc-auc = 0.057852
Epoch 3954
Loss = 2.9128e-02, PNorm = 313.3908, GNorm = 0.1391, lr_0 = 9.9747e-04
Validation prc-auc = 0.058086
Epoch 3955
Loss = 2.2086e-02, PNorm = 313.4400, GNorm = 1.5443, lr_0 = 9.9747e-04
Validation prc-auc = 0.052910
Epoch 3956
Loss = 3.3644e-02, PNorm = 313.4852, GNorm = 0.1322, lr_0 = 9.9747e-04
Validation prc-auc = 0.041228
Epoch 3957
Loss = 2.0308e-02, PNorm = 313.5287, GNorm = 0.7956, lr_0 = 9.9747e-04
Validation prc-auc = 0.041733
Epoch 3958
Loss = 2.7908e-03, PNorm = 313.5705, GNorm = 0.1213, lr_0 = 9.9747e-04
Validation prc-auc = 0.049407
Epoch 3959
Loss = 3.2463e-03, PNorm = 313.6050, GNorm = 0.1041, lr_0 = 9.9747e-04
Loss = 4.3083e-02, PNorm = 313.6419, GNorm = 0.1271, lr_0 = 9.9746e-04
Validation prc-auc = 0.054558
Epoch 3960
Loss = 4.8296e-02, PNorm = 313.6927, GNorm = 0.1747, lr_0 = 9.9746e-04
Validation prc-auc = 0.039952
Epoch 3961
Loss = 2.8062e-02, PNorm = 313.7415, GNorm = 0.1743, lr_0 = 9.9746e-04
Validation prc-auc = 0.033045
Epoch 3962
Loss = 2.1292e-02, PNorm = 313.7772, GNorm = 1.3541, lr_0 = 9.9746e-04
Validation prc-auc = 0.033446
Epoch 3963
Loss = 5.0287e-02, PNorm = 313.8123, GNorm = 1.5803, lr_0 = 9.9746e-04
Validation prc-auc = 0.034485
Epoch 3964
Loss = 3.6659e-02, PNorm = 313.8499, GNorm = 1.6737, lr_0 = 9.9746e-04
Validation prc-auc = 0.053452
Epoch 3965
Loss = 2.9752e-02, PNorm = 313.8840, GNorm = 0.6268, lr_0 = 9.9746e-04
Validation prc-auc = 0.052608
Epoch 3966
Loss = 2.7650e-02, PNorm = 313.9221, GNorm = 0.5699, lr_0 = 9.9746e-04
Validation prc-auc = 0.066119
Epoch 3967
Loss = 9.6886e-03, PNorm = 313.9576, GNorm = 0.0741, lr_0 = 9.9746e-04
Validation prc-auc = 0.055282
Epoch 3968
Loss = 1.0615e-02, PNorm = 314.0052, GNorm = 1.1635, lr_0 = 9.9746e-04
Validation prc-auc = 0.062449
Epoch 3969
Loss = 1.1245e-02, PNorm = 314.0532, GNorm = 0.3559, lr_0 = 9.9746e-04
Loss = 4.9248e-02, PNorm = 314.0917, GNorm = 0.5048, lr_0 = 9.9746e-04
Validation prc-auc = 0.066992
Epoch 3970
Loss = 3.1840e-02, PNorm = 314.1285, GNorm = 0.0787, lr_0 = 9.9746e-04
Validation prc-auc = 0.066863
Epoch 3971
Loss = 5.6135e-02, PNorm = 314.1640, GNorm = 0.6690, lr_0 = 9.9746e-04
Validation prc-auc = 0.067258
Epoch 3972
Loss = 5.9431e-02, PNorm = 314.2066, GNorm = 1.2592, lr_0 = 9.9746e-04
Validation prc-auc = 0.058588
Epoch 3973
Loss = 8.1813e-02, PNorm = 314.2501, GNorm = 0.4711, lr_0 = 9.9745e-04
Validation prc-auc = 0.060475
Epoch 3974
Loss = 3.4760e-02, PNorm = 314.2882, GNorm = 1.6058, lr_0 = 9.9745e-04
Validation prc-auc = 0.065224
Epoch 3975
Loss = 4.5961e-02, PNorm = 314.3240, GNorm = 1.4117, lr_0 = 9.9745e-04
Validation prc-auc = 0.066777
Epoch 3976
Loss = 2.2657e-02, PNorm = 314.3567, GNorm = 1.3745, lr_0 = 9.9745e-04
Validation prc-auc = 0.063019
Epoch 3977
Loss = 1.7133e-02, PNorm = 314.3843, GNorm = 0.2157, lr_0 = 9.9745e-04
Validation prc-auc = 0.062923
Epoch 3978
Loss = 4.4704e-02, PNorm = 314.4120, GNorm = 0.1415, lr_0 = 9.9745e-04
Validation prc-auc = 0.051522
Epoch 3979
Loss = 1.0082e-02, PNorm = 314.4374, GNorm = 0.8106, lr_0 = 9.9745e-04
Loss = 1.7770e-02, PNorm = 314.4722, GNorm = 0.2018, lr_0 = 9.9745e-04
Validation prc-auc = 0.039931
Epoch 3980
Loss = 3.0587e-02, PNorm = 314.5221, GNorm = 0.9657, lr_0 = 9.9745e-04
Validation prc-auc = 0.054262
Epoch 3981
Loss = 1.3705e-02, PNorm = 314.5636, GNorm = 0.2488, lr_0 = 9.9745e-04
Validation prc-auc = 0.050004
Epoch 3982
Loss = 1.5142e-02, PNorm = 314.5990, GNorm = 1.9775, lr_0 = 9.9745e-04
Validation prc-auc = 0.047373
Epoch 3983
Loss = 5.3400e-02, PNorm = 314.6415, GNorm = 4.2325, lr_0 = 9.9745e-04
Validation prc-auc = 0.051850
Epoch 3984
Loss = 4.7357e-02, PNorm = 314.6840, GNorm = 0.1532, lr_0 = 9.9745e-04
Validation prc-auc = 0.052128
Epoch 3985
Loss = 2.7704e-02, PNorm = 314.7221, GNorm = 0.6800, lr_0 = 9.9745e-04
Validation prc-auc = 0.059227
Epoch 3986
Loss = 1.1707e-02, PNorm = 314.7538, GNorm = 0.6081, lr_0 = 9.9744e-04
Validation prc-auc = 0.061572
Epoch 3987
Loss = 2.0262e-02, PNorm = 314.7787, GNorm = 0.1225, lr_0 = 9.9744e-04
Validation prc-auc = 0.056794
Epoch 3988
Loss = 5.6531e-02, PNorm = 314.8017, GNorm = 1.4289, lr_0 = 9.9744e-04
Validation prc-auc = 0.067175
Epoch 3989
Loss = 1.8741e-02, PNorm = 314.8294, GNorm = 0.7164, lr_0 = 9.9744e-04
Loss = 3.1905e-02, PNorm = 314.8584, GNorm = 1.5522, lr_0 = 9.9744e-04
Validation prc-auc = 0.070146
Epoch 3990
Loss = 1.7655e-02, PNorm = 314.8893, GNorm = 0.0829, lr_0 = 9.9744e-04
Validation prc-auc = 0.061818
Epoch 3991
Loss = 6.3953e-03, PNorm = 314.9185, GNorm = 0.2198, lr_0 = 9.9744e-04
Validation prc-auc = 0.056462
Epoch 3992
Loss = 1.4662e-02, PNorm = 314.9488, GNorm = 0.7401, lr_0 = 9.9744e-04
Validation prc-auc = 0.058637
Epoch 3993
Loss = 2.3794e-02, PNorm = 314.9741, GNorm = 2.5282, lr_0 = 9.9744e-04
Validation prc-auc = 0.057776
Epoch 3994
Loss = 3.5332e-02, PNorm = 314.9999, GNorm = 0.0630, lr_0 = 9.9744e-04
Validation prc-auc = 0.051817
Epoch 3995
Loss = 4.1783e-02, PNorm = 315.0237, GNorm = 0.1221, lr_0 = 9.9744e-04
Validation prc-auc = 0.050173
Epoch 3996
Loss = 2.5995e-02, PNorm = 315.0513, GNorm = 0.2108, lr_0 = 9.9744e-04
Validation prc-auc = 0.058480
Epoch 3997
Loss = 2.7608e-02, PNorm = 315.0885, GNorm = 0.0248, lr_0 = 9.9744e-04
Validation prc-auc = 0.070736
Epoch 3998
Loss = 2.6030e-02, PNorm = 315.1242, GNorm = 2.3264, lr_0 = 9.9744e-04
Validation prc-auc = 0.073531
Epoch 3999
Loss = 1.6589e-03, PNorm = 315.1551, GNorm = 0.0724, lr_0 = 9.9744e-04
Loss = 2.6328e-02, PNorm = 315.1792, GNorm = 1.1172, lr_0 = 9.9743e-04
Validation prc-auc = 0.074301
Epoch 4000
Loss = 1.2127e-02, PNorm = 315.2004, GNorm = 0.2468, lr_0 = 9.9743e-04
Validation prc-auc = 0.071593
Epoch 4001
Loss = 2.0412e-02, PNorm = 315.2297, GNorm = 0.1061, lr_0 = 9.9743e-04
Validation prc-auc = 0.073216
Epoch 4002
Loss = 3.4291e-02, PNorm = 315.2633, GNorm = 2.0102, lr_0 = 9.9743e-04
Validation prc-auc = 0.063527
Epoch 4003
Loss = 2.1145e-02, PNorm = 315.2987, GNorm = 1.0332, lr_0 = 9.9743e-04
Validation prc-auc = 0.053891
Epoch 4004
Loss = 3.1706e-02, PNorm = 315.3279, GNorm = 1.1175, lr_0 = 9.9743e-04
Validation prc-auc = 0.062786
Epoch 4005
Loss = 1.5741e-02, PNorm = 315.3693, GNorm = 0.2920, lr_0 = 9.9743e-04
Validation prc-auc = 0.066442
Epoch 4006
Loss = 4.5571e-02, PNorm = 315.4012, GNorm = 2.2667, lr_0 = 9.9743e-04
Validation prc-auc = 0.070691
Epoch 4007
Loss = 4.0406e-02, PNorm = 315.4395, GNorm = 0.1908, lr_0 = 9.9743e-04
Validation prc-auc = 0.070549
Epoch 4008
Loss = 6.4111e-02, PNorm = 315.4945, GNorm = 0.2320, lr_0 = 9.9743e-04
Validation prc-auc = 0.070128
Epoch 4009
Loss = 2.9010e-02, PNorm = 315.5386, GNorm = 1.3769, lr_0 = 9.9743e-04
Loss = 2.8457e-02, PNorm = 315.5827, GNorm = 1.5083, lr_0 = 9.9743e-04
Validation prc-auc = 0.069632
Epoch 4010
Loss = 6.5111e-02, PNorm = 315.6198, GNorm = 0.3385, lr_0 = 9.9743e-04
Validation prc-auc = 0.071144
Epoch 4011
Loss = 4.1917e-02, PNorm = 315.6620, GNorm = 0.3311, lr_0 = 9.9743e-04
Validation prc-auc = 0.066794
Epoch 4012
Loss = 2.5923e-02, PNorm = 315.6956, GNorm = 0.9409, lr_0 = 9.9742e-04
Validation prc-auc = 0.067843
Epoch 4013
Loss = 1.3617e-02, PNorm = 315.7209, GNorm = 0.1029, lr_0 = 9.9742e-04
Validation prc-auc = 0.061440
Epoch 4014
Loss = 1.0365e-02, PNorm = 315.7427, GNorm = 1.2221, lr_0 = 9.9742e-04
Validation prc-auc = 0.053313
Epoch 4015
Loss = 3.2550e-02, PNorm = 315.7698, GNorm = 1.5520, lr_0 = 9.9742e-04
Validation prc-auc = 0.061074
Epoch 4016
Loss = 1.0327e-01, PNorm = 315.8122, GNorm = 3.9739, lr_0 = 9.9742e-04
Validation prc-auc = 0.068967
Epoch 4017
Loss = 4.0895e-02, PNorm = 315.8762, GNorm = 0.9518, lr_0 = 9.9742e-04
Validation prc-auc = 0.075654
Epoch 4018
Loss = 7.2475e-02, PNorm = 315.9416, GNorm = 1.6067, lr_0 = 9.9742e-04
Validation prc-auc = 0.076770
Epoch 4019
Loss = 9.2898e-03, PNorm = 315.9928, GNorm = 0.2988, lr_0 = 9.9742e-04
Loss = 4.0616e-02, PNorm = 316.0228, GNorm = 0.2386, lr_0 = 9.9742e-04
Validation prc-auc = 0.070475
Epoch 4020
Loss = 4.2870e-02, PNorm = 316.0611, GNorm = 0.7970, lr_0 = 9.9742e-04
Validation prc-auc = 0.063074
Epoch 4021
Loss = 2.4456e-02, PNorm = 316.0960, GNorm = 0.5581, lr_0 = 9.9742e-04
Validation prc-auc = 0.063038
Epoch 4022
Loss = 3.9509e-02, PNorm = 316.1274, GNorm = 2.2169, lr_0 = 9.9742e-04
Validation prc-auc = 0.073060
Epoch 4023
Loss = 2.9931e-02, PNorm = 316.1664, GNorm = 0.6124, lr_0 = 9.9742e-04
Validation prc-auc = 0.067634
Epoch 4024
Loss = 2.1190e-02, PNorm = 316.2014, GNorm = 0.2420, lr_0 = 9.9742e-04
Validation prc-auc = 0.065391
Epoch 4025
Loss = 1.0704e-02, PNorm = 316.2355, GNorm = 0.1360, lr_0 = 9.9742e-04
Validation prc-auc = 0.064044
Epoch 4026
Loss = 1.9815e-02, PNorm = 316.2628, GNorm = 0.9694, lr_0 = 9.9741e-04
Validation prc-auc = 0.057160
Epoch 4027
Loss = 4.8494e-02, PNorm = 316.3001, GNorm = 2.4595, lr_0 = 9.9741e-04
Validation prc-auc = 0.061501
Epoch 4028
Loss = 1.1494e-02, PNorm = 316.3355, GNorm = 0.2715, lr_0 = 9.9741e-04
Validation prc-auc = 0.056881
Epoch 4029
Loss = 1.2564e-02, PNorm = 316.3702, GNorm = 0.3819, lr_0 = 9.9741e-04
Loss = 1.5843e-02, PNorm = 316.3988, GNorm = 0.4657, lr_0 = 9.9741e-04
Validation prc-auc = 0.061599
Epoch 4030
Loss = 2.1121e-02, PNorm = 316.4266, GNorm = 0.1071, lr_0 = 9.9741e-04
Validation prc-auc = 0.061869
Epoch 4031
Loss = 1.5716e-02, PNorm = 316.4518, GNorm = 1.4847, lr_0 = 9.9741e-04
Validation prc-auc = 0.058789
Epoch 4032
Loss = 3.2835e-02, PNorm = 316.4706, GNorm = 1.3529, lr_0 = 9.9741e-04
Validation prc-auc = 0.059828
Epoch 4033
Loss = 5.7914e-02, PNorm = 316.5007, GNorm = 2.1260, lr_0 = 9.9741e-04
Validation prc-auc = 0.058185
Epoch 4034
Loss = 3.8814e-02, PNorm = 316.5485, GNorm = 0.3708, lr_0 = 9.9741e-04
Validation prc-auc = 0.057552
Epoch 4035
Loss = 4.5036e-02, PNorm = 316.6064, GNorm = 2.2785, lr_0 = 9.9741e-04
Validation prc-auc = 0.061615
Epoch 4036
Loss = 2.2743e-02, PNorm = 316.6693, GNorm = 0.2914, lr_0 = 9.9741e-04
Validation prc-auc = 0.056734
Epoch 4037
Loss = 9.4316e-03, PNorm = 316.7087, GNorm = 0.2605, lr_0 = 9.9741e-04
Validation prc-auc = 0.054393
Epoch 4038
Loss = 4.0769e-02, PNorm = 316.7396, GNorm = 1.8706, lr_0 = 9.9741e-04
Validation prc-auc = 0.050148
Epoch 4039
Loss = 3.4253e-02, PNorm = 316.7748, GNorm = 1.4684, lr_0 = 9.9740e-04
Loss = 2.9362e-02, PNorm = 316.8071, GNorm = 0.9989, lr_0 = 9.9740e-04
Validation prc-auc = 0.057434
Epoch 4040
Loss = 2.9539e-02, PNorm = 316.8444, GNorm = 0.6344, lr_0 = 9.9740e-04
Validation prc-auc = 0.048296
Epoch 4041
Loss = 4.1335e-02, PNorm = 316.8748, GNorm = 0.5704, lr_0 = 9.9740e-04
Validation prc-auc = 0.051186
Epoch 4042
Loss = 2.3089e-02, PNorm = 316.9098, GNorm = 1.7434, lr_0 = 9.9740e-04
Validation prc-auc = 0.056750
Epoch 4043
Loss = 9.1305e-03, PNorm = 316.9461, GNorm = 1.5961, lr_0 = 9.9740e-04
Validation prc-auc = 0.057521
Epoch 4044
Loss = 1.6480e-02, PNorm = 316.9744, GNorm = 1.0628, lr_0 = 9.9740e-04
Validation prc-auc = 0.060753
Epoch 4045
Loss = 1.2541e-02, PNorm = 317.0012, GNorm = 0.0941, lr_0 = 9.9740e-04
Validation prc-auc = 0.062561
Epoch 4046
Loss = 2.8153e-03, PNorm = 317.0253, GNorm = 0.2218, lr_0 = 9.9740e-04
Validation prc-auc = 0.052382
Epoch 4047
Loss = 9.6842e-03, PNorm = 317.0440, GNorm = 0.5872, lr_0 = 9.9740e-04
Validation prc-auc = 0.052384
Epoch 4048
Loss = 7.3955e-02, PNorm = 317.0576, GNorm = 2.2071, lr_0 = 9.9740e-04
Validation prc-auc = 0.060019
Epoch 4049
Loss = 6.3536e-03, PNorm = 317.0857, GNorm = 0.3106, lr_0 = 9.9740e-04
Loss = 3.3084e-02, PNorm = 317.1156, GNorm = 0.6687, lr_0 = 9.9740e-04
Validation prc-auc = 0.055204
Epoch 4050
Loss = 4.2493e-02, PNorm = 317.1555, GNorm = 0.0417, lr_0 = 9.9740e-04
Validation prc-auc = 0.050210
Epoch 4051
Loss = 5.4237e-02, PNorm = 317.1958, GNorm = 0.8138, lr_0 = 9.9740e-04
Validation prc-auc = 0.054398
Epoch 4052
Loss = 4.3523e-02, PNorm = 317.2301, GNorm = 1.3834, lr_0 = 9.9739e-04
Validation prc-auc = 0.055705
Epoch 4053
Loss = 2.0783e-02, PNorm = 317.2583, GNorm = 0.9964, lr_0 = 9.9739e-04
Validation prc-auc = 0.056972
Epoch 4054
Loss = 2.1441e-02, PNorm = 317.2789, GNorm = 0.5889, lr_0 = 9.9739e-04
Validation prc-auc = 0.062133
Epoch 4055
Loss = 5.7176e-02, PNorm = 317.3061, GNorm = 0.5447, lr_0 = 9.9739e-04
Validation prc-auc = 0.066329
Epoch 4056
Loss = 3.8377e-02, PNorm = 317.3348, GNorm = 2.3572, lr_0 = 9.9739e-04
Validation prc-auc = 0.067345
Epoch 4057
Loss = 8.8616e-03, PNorm = 317.3733, GNorm = 0.7267, lr_0 = 9.9739e-04
Validation prc-auc = 0.063892
Epoch 4058
Loss = 4.7324e-02, PNorm = 317.4033, GNorm = 0.8744, lr_0 = 9.9739e-04
Validation prc-auc = 0.063088
Epoch 4059
Loss = 4.1265e-03, PNorm = 317.4341, GNorm = 0.1152, lr_0 = 9.9739e-04
Loss = 5.1872e-02, PNorm = 317.4790, GNorm = 1.5307, lr_0 = 9.9739e-04
Validation prc-auc = 0.067126
Epoch 4060
Loss = 3.9294e-02, PNorm = 317.5289, GNorm = 5.9131, lr_0 = 9.9739e-04
Validation prc-auc = 0.065451
Epoch 4061
Loss = 1.5985e-02, PNorm = 317.5838, GNorm = 0.2465, lr_0 = 9.9739e-04
Validation prc-auc = 0.063822
Epoch 4062
Loss = 1.3692e-02, PNorm = 317.6288, GNorm = 0.2957, lr_0 = 9.9739e-04
Validation prc-auc = 0.066850
Epoch 4063
Loss = 5.0396e-02, PNorm = 317.6684, GNorm = 2.6547, lr_0 = 9.9739e-04
Validation prc-auc = 0.067803
Epoch 4064
Loss = 1.7023e-02, PNorm = 317.7164, GNorm = 0.5223, lr_0 = 9.9739e-04
Validation prc-auc = 0.067959
Epoch 4065
Loss = 4.1499e-02, PNorm = 317.7587, GNorm = 1.4018, lr_0 = 9.9738e-04
Validation prc-auc = 0.073257
Epoch 4066
Loss = 2.9046e-02, PNorm = 317.7877, GNorm = 1.7747, lr_0 = 9.9738e-04
Validation prc-auc = 0.074041
Epoch 4067
Loss = 1.1154e-02, PNorm = 317.8268, GNorm = 0.3727, lr_0 = 9.9738e-04
Validation prc-auc = 0.072020
Epoch 4068
Loss = 1.7576e-02, PNorm = 317.8592, GNorm = 1.4455, lr_0 = 9.9738e-04
Validation prc-auc = 0.074760
Epoch 4069
Loss = 4.9815e-03, PNorm = 317.8888, GNorm = 0.2958, lr_0 = 9.9738e-04
Loss = 3.1691e-02, PNorm = 317.9173, GNorm = 1.5914, lr_0 = 9.9738e-04
Validation prc-auc = 0.072988
Epoch 4070
Loss = 5.1093e-02, PNorm = 317.9578, GNorm = 0.5286, lr_0 = 9.9738e-04
Validation prc-auc = 0.061269
Epoch 4071
Loss = 2.6076e-02, PNorm = 318.0057, GNorm = 0.2134, lr_0 = 9.9738e-04
Validation prc-auc = 0.039425
Epoch 4072
Loss = 2.0494e-02, PNorm = 318.0402, GNorm = 0.1589, lr_0 = 9.9738e-04
Validation prc-auc = 0.043812
Epoch 4073
Loss = 4.2245e-02, PNorm = 318.0742, GNorm = 2.0160, lr_0 = 9.9738e-04
Validation prc-auc = 0.036936
Epoch 4074
Loss = 6.8607e-02, PNorm = 318.1237, GNorm = 1.1874, lr_0 = 9.9738e-04
Validation prc-auc = 0.054552
Epoch 4075
Loss = 1.6376e-02, PNorm = 318.1711, GNorm = 0.2655, lr_0 = 9.9738e-04
Validation prc-auc = 0.055827
Epoch 4076
Loss = 5.8819e-02, PNorm = 318.2178, GNorm = 1.0210, lr_0 = 9.9738e-04
Validation prc-auc = 0.057497
Epoch 4077
Loss = 8.0818e-02, PNorm = 318.2682, GNorm = 0.1507, lr_0 = 9.9738e-04
Validation prc-auc = 0.054930
Epoch 4078
Loss = 8.3609e-03, PNorm = 318.3162, GNorm = 0.1945, lr_0 = 9.9738e-04
Validation prc-auc = 0.046502
Epoch 4079
Loss = 1.3173e-02, PNorm = 318.3628, GNorm = 0.3247, lr_0 = 9.9737e-04
Loss = 2.8159e-02, PNorm = 318.4001, GNorm = 0.4087, lr_0 = 9.9737e-04
Validation prc-auc = 0.046534
Epoch 4080
Loss = 3.3104e-02, PNorm = 318.4319, GNorm = 2.9330, lr_0 = 9.9737e-04
Validation prc-auc = 0.050619
Epoch 4081
Loss = 4.8434e-02, PNorm = 318.4671, GNorm = 0.3558, lr_0 = 9.9737e-04
Validation prc-auc = 0.032445
Epoch 4082
Loss = 5.3336e-02, PNorm = 318.5073, GNorm = 2.7091, lr_0 = 9.9737e-04
Validation prc-auc = 0.042374
Epoch 4083
Loss = 3.8874e-02, PNorm = 318.5508, GNorm = 0.1865, lr_0 = 9.9737e-04
Validation prc-auc = 0.056397
Epoch 4084
Loss = 3.3071e-02, PNorm = 318.5936, GNorm = 2.5673, lr_0 = 9.9737e-04
Validation prc-auc = 0.061356
Epoch 4085
Loss = 2.1407e-02, PNorm = 318.6397, GNorm = 1.9684, lr_0 = 9.9737e-04
Validation prc-auc = 0.054202
Epoch 4086
Loss = 3.6756e-02, PNorm = 318.6852, GNorm = 0.7865, lr_0 = 9.9737e-04
Validation prc-auc = 0.054065
Epoch 4087
Loss = 3.5642e-02, PNorm = 318.7254, GNorm = 4.2886, lr_0 = 9.9737e-04
Validation prc-auc = 0.054521
Epoch 4088
Loss = 2.4425e-02, PNorm = 318.7690, GNorm = 0.2753, lr_0 = 9.9737e-04
Validation prc-auc = 0.050986
Epoch 4089
Loss = 1.4441e-03, PNorm = 318.8156, GNorm = 0.0670, lr_0 = 9.9737e-04
Loss = 3.3694e-02, PNorm = 318.8565, GNorm = 1.2824, lr_0 = 9.9737e-04
Validation prc-auc = 0.053895
Epoch 4090
Loss = 4.1130e-02, PNorm = 318.9027, GNorm = 0.6702, lr_0 = 9.9737e-04
Validation prc-auc = 0.058125
Epoch 4091
Loss = 5.4167e-02, PNorm = 318.9522, GNorm = 1.0807, lr_0 = 9.9737e-04
Validation prc-auc = 0.060126
Epoch 4092
Loss = 3.5286e-02, PNorm = 319.0125, GNorm = 1.5460, lr_0 = 9.9736e-04
Validation prc-auc = 0.056845
Epoch 4093
Loss = 3.9933e-02, PNorm = 319.0710, GNorm = 0.4716, lr_0 = 9.9736e-04
Validation prc-auc = 0.071108
Epoch 4094
Loss = 8.1759e-02, PNorm = 319.1367, GNorm = 1.2623, lr_0 = 9.9736e-04
Validation prc-auc = 0.059163
Epoch 4095
Loss = 5.3344e-02, PNorm = 319.2105, GNorm = 0.2653, lr_0 = 9.9736e-04
Validation prc-auc = 0.060712
Epoch 4096
Loss = 1.4165e-02, PNorm = 319.2780, GNorm = 0.3629, lr_0 = 9.9736e-04
Validation prc-auc = 0.053227
Epoch 4097
Loss = 2.6863e-02, PNorm = 319.3299, GNorm = 1.1063, lr_0 = 9.9736e-04
Validation prc-auc = 0.062943
Epoch 4098
Loss = 5.2644e-03, PNorm = 319.3757, GNorm = 0.4361, lr_0 = 9.9736e-04
Validation prc-auc = 0.065115
Epoch 4099
Loss = 2.1696e-03, PNorm = 319.4240, GNorm = 0.1377, lr_0 = 9.9736e-04
Loss = 6.2437e-02, PNorm = 319.4813, GNorm = 2.2204, lr_0 = 9.9736e-04
Validation prc-auc = 0.073716
Epoch 4100
Loss = 3.9796e-02, PNorm = 319.5350, GNorm = 1.0311, lr_0 = 9.9736e-04
Validation prc-auc = 0.076179
Epoch 4101
Loss = 2.4269e-02, PNorm = 319.5862, GNorm = 0.2294, lr_0 = 9.9736e-04
Validation prc-auc = 0.072109
Epoch 4102
Loss = 3.7000e-02, PNorm = 319.6160, GNorm = 0.2749, lr_0 = 9.9736e-04
Validation prc-auc = 0.070641
Epoch 4103
Loss = 2.3835e-02, PNorm = 319.6471, GNorm = 0.5965, lr_0 = 9.9736e-04
Validation prc-auc = 0.065286
Epoch 4104
Loss = 2.6771e-02, PNorm = 319.6791, GNorm = 0.1809, lr_0 = 9.9736e-04
Validation prc-auc = 0.058842
Epoch 4105
Loss = 1.0485e-02, PNorm = 319.7074, GNorm = 1.0228, lr_0 = 9.9735e-04
Validation prc-auc = 0.059562
Epoch 4106
Loss = 5.8805e-02, PNorm = 319.7310, GNorm = 0.0211, lr_0 = 9.9735e-04
Validation prc-auc = 0.058489
Epoch 4107
Loss = 3.9095e-02, PNorm = 319.7553, GNorm = 2.3555, lr_0 = 9.9735e-04
Validation prc-auc = 0.048556
Epoch 4108
Loss = 1.3242e-02, PNorm = 319.7835, GNorm = 0.1180, lr_0 = 9.9735e-04
Validation prc-auc = 0.052516
Epoch 4109
Loss = 2.5322e-03, PNorm = 319.8201, GNorm = 0.1015, lr_0 = 9.9735e-04
Loss = 3.8461e-02, PNorm = 319.8538, GNorm = 0.2201, lr_0 = 9.9735e-04
Validation prc-auc = 0.057564
Epoch 4110
Loss = 5.0438e-02, PNorm = 319.8791, GNorm = 3.2875, lr_0 = 9.9735e-04
Validation prc-auc = 0.051506
Epoch 4111
Loss = 3.1615e-02, PNorm = 319.9228, GNorm = 0.2232, lr_0 = 9.9735e-04
Validation prc-auc = 0.045871
Epoch 4112
Loss = 2.0654e-02, PNorm = 319.9630, GNorm = 0.2169, lr_0 = 9.9735e-04
Validation prc-auc = 0.051707
Epoch 4113
Loss = 4.2058e-02, PNorm = 320.0006, GNorm = 0.3094, lr_0 = 9.9735e-04
Validation prc-auc = 0.054420
Epoch 4114
Loss = 3.2933e-02, PNorm = 320.0358, GNorm = 0.1778, lr_0 = 9.9735e-04
Validation prc-auc = 0.055324
Epoch 4115
Loss = 1.3463e-02, PNorm = 320.0689, GNorm = 0.6355, lr_0 = 9.9735e-04
Validation prc-auc = 0.060827
Epoch 4116
Loss = 7.1074e-02, PNorm = 320.1025, GNorm = 0.1465, lr_0 = 9.9735e-04
Validation prc-auc = 0.064231
Epoch 4117
Loss = 4.5978e-02, PNorm = 320.1410, GNorm = 0.1257, lr_0 = 9.9735e-04
Validation prc-auc = 0.064082
Epoch 4118
Loss = 8.5382e-02, PNorm = 320.1723, GNorm = 0.6839, lr_0 = 9.9735e-04
Validation prc-auc = 0.058456
Epoch 4119
Loss = 9.9611e-03, PNorm = 320.1993, GNorm = 0.3025, lr_0 = 9.9734e-04
Loss = 2.0872e-02, PNorm = 320.2213, GNorm = 0.2625, lr_0 = 9.9734e-04
Validation prc-auc = 0.061297
Epoch 4120
Loss = 2.0637e-02, PNorm = 320.2474, GNorm = 0.7460, lr_0 = 9.9734e-04
Validation prc-auc = 0.068114
Epoch 4121
Loss = 3.1423e-02, PNorm = 320.2721, GNorm = 0.1719, lr_0 = 9.9734e-04
Validation prc-auc = 0.066851
Epoch 4122
Loss = 3.3004e-02, PNorm = 320.2970, GNorm = 1.4713, lr_0 = 9.9734e-04
Validation prc-auc = 0.053661
Epoch 4123
Loss = 2.7180e-02, PNorm = 320.3266, GNorm = 0.8573, lr_0 = 9.9734e-04
Validation prc-auc = 0.055468
Epoch 4124
Loss = 2.2242e-02, PNorm = 320.3479, GNorm = 0.3305, lr_0 = 9.9734e-04
Validation prc-auc = 0.059056
Epoch 4125
Loss = 3.2091e-03, PNorm = 320.3652, GNorm = 0.0471, lr_0 = 9.9734e-04
Validation prc-auc = 0.058192
Epoch 4126
Loss = 5.1556e-03, PNorm = 320.3840, GNorm = 0.0965, lr_0 = 9.9734e-04
Validation prc-auc = 0.059539
Epoch 4127
Loss = 2.3461e-03, PNorm = 320.4131, GNorm = 0.0274, lr_0 = 9.9734e-04
Validation prc-auc = 0.054191
Epoch 4128
Loss = 1.6461e-03, PNorm = 320.4401, GNorm = 0.0729, lr_0 = 9.9734e-04
Validation prc-auc = 0.049354
Epoch 4129
Loss = 1.0403e-02, PNorm = 320.4668, GNorm = 0.7753, lr_0 = 9.9734e-04
Loss = 7.9048e-02, PNorm = 320.5098, GNorm = 0.0657, lr_0 = 9.9734e-04
Validation prc-auc = 0.051970
Epoch 4130
Loss = 2.1116e-02, PNorm = 320.5642, GNorm = 0.9106, lr_0 = 9.9734e-04
Validation prc-auc = 0.044755
Epoch 4131
Loss = 3.2733e-02, PNorm = 320.5994, GNorm = 0.5122, lr_0 = 9.9733e-04
Validation prc-auc = 0.049670
Epoch 4132
Loss = 3.4008e-02, PNorm = 320.6270, GNorm = 1.7359, lr_0 = 9.9733e-04
Validation prc-auc = 0.057695
Epoch 4133
Loss = 2.4914e-02, PNorm = 320.6578, GNorm = 0.0757, lr_0 = 9.9733e-04
Validation prc-auc = 0.054929
Epoch 4134
Loss = 5.3788e-02, PNorm = 320.6859, GNorm = 1.3166, lr_0 = 9.9733e-04
Validation prc-auc = 0.051048
Epoch 4135
Loss = 3.1614e-02, PNorm = 320.7137, GNorm = 1.7854, lr_0 = 9.9733e-04
Validation prc-auc = 0.058688
Epoch 4136
Loss = 2.1470e-02, PNorm = 320.7407, GNorm = 0.7298, lr_0 = 9.9733e-04
Validation prc-auc = 0.059433
Epoch 4137
Loss = 1.2349e-02, PNorm = 320.7631, GNorm = 0.6926, lr_0 = 9.9733e-04
Validation prc-auc = 0.065964
Epoch 4138
Loss = 2.3446e-02, PNorm = 320.7847, GNorm = 0.8823, lr_0 = 9.9733e-04
Validation prc-auc = 0.059996
Epoch 4139
Loss = 2.6133e-02, PNorm = 320.8097, GNorm = 0.8773, lr_0 = 9.9733e-04
Loss = 1.9810e-02, PNorm = 320.8341, GNorm = 0.1589, lr_0 = 9.9733e-04
Validation prc-auc = 0.056294
Epoch 4140
Loss = 4.6645e-02, PNorm = 320.8568, GNorm = 2.0935, lr_0 = 9.9733e-04
Validation prc-auc = 0.049504
Epoch 4141
Loss = 4.3851e-02, PNorm = 320.8920, GNorm = 0.2282, lr_0 = 9.9733e-04
Validation prc-auc = 0.056548
Epoch 4142
Loss = 5.1392e-02, PNorm = 320.9341, GNorm = 1.3101, lr_0 = 9.9733e-04
Validation prc-auc = 0.064175
Epoch 4143
Loss = 2.1285e-02, PNorm = 320.9705, GNorm = 0.1575, lr_0 = 9.9733e-04
Validation prc-auc = 0.064926
Epoch 4144
Loss = 1.1014e-02, PNorm = 321.0051, GNorm = 0.4495, lr_0 = 9.9733e-04
Validation prc-auc = 0.062331
Epoch 4145
Loss = 1.1680e-02, PNorm = 321.0311, GNorm = 0.0519, lr_0 = 9.9732e-04
Validation prc-auc = 0.059169
Epoch 4146
Loss = 8.2695e-02, PNorm = 321.0526, GNorm = 2.7379, lr_0 = 9.9732e-04
Validation prc-auc = 0.061587
Epoch 4147
Loss = 3.0222e-02, PNorm = 321.0804, GNorm = 0.3087, lr_0 = 9.9732e-04
Validation prc-auc = 0.053304
Epoch 4148
Loss = 4.9412e-02, PNorm = 321.1058, GNorm = 0.0863, lr_0 = 9.9732e-04
Validation prc-auc = 0.042341
Epoch 4149
Loss = 5.5695e-02, PNorm = 321.1334, GNorm = 1.1060, lr_0 = 9.9732e-04
Loss = 1.6726e-02, PNorm = 321.1640, GNorm = 0.6981, lr_0 = 9.9732e-04
Validation prc-auc = 0.040125
Epoch 4150
Loss = 1.6763e-02, PNorm = 321.1939, GNorm = 0.8332, lr_0 = 9.9732e-04
Validation prc-auc = 0.047970
Epoch 4151
Loss = 6.7810e-03, PNorm = 321.2251, GNorm = 0.0540, lr_0 = 9.9732e-04
Validation prc-auc = 0.063246
Epoch 4152
Loss = 2.5227e-02, PNorm = 321.2480, GNorm = 0.1990, lr_0 = 9.9732e-04
Validation prc-auc = 0.062777
Epoch 4153
Loss = 1.6704e-02, PNorm = 321.2721, GNorm = 0.5269, lr_0 = 9.9732e-04
Validation prc-auc = 0.062581
Epoch 4154
Loss = 2.0477e-02, PNorm = 321.2932, GNorm = 1.2807, lr_0 = 9.9732e-04
Validation prc-auc = 0.062034
Epoch 4155
Loss = 1.9574e-02, PNorm = 321.3205, GNorm = 0.1831, lr_0 = 9.9732e-04
Validation prc-auc = 0.061405
Epoch 4156
Loss = 8.1865e-03, PNorm = 321.3421, GNorm = 0.0281, lr_0 = 9.9732e-04
Validation prc-auc = 0.055514
Epoch 4157
Loss = 7.4035e-03, PNorm = 321.3746, GNorm = 0.0975, lr_0 = 9.9732e-04
Validation prc-auc = 0.056681
Epoch 4158
Loss = 2.1818e-03, PNorm = 321.4016, GNorm = 0.0832, lr_0 = 9.9731e-04
Validation prc-auc = 0.056767
Epoch 4159
Loss = 8.0348e-03, PNorm = 321.4186, GNorm = 0.3020, lr_0 = 9.9731e-04
Loss = 4.1982e-02, PNorm = 321.4447, GNorm = 0.1730, lr_0 = 9.9731e-04
Validation prc-auc = 0.064966
Epoch 4160
Loss = 3.0680e-02, PNorm = 321.4790, GNorm = 1.5907, lr_0 = 9.9731e-04
Validation prc-auc = 0.068082
Epoch 4161
Loss = 4.4419e-02, PNorm = 321.5091, GNorm = 3.9266, lr_0 = 9.9731e-04
Validation prc-auc = 0.071920
Epoch 4162
Loss = 1.1370e-02, PNorm = 321.5498, GNorm = 0.3313, lr_0 = 9.9731e-04
Validation prc-auc = 0.048461
Epoch 4163
Loss = 3.3271e-02, PNorm = 321.5856, GNorm = 0.9443, lr_0 = 9.9731e-04
Validation prc-auc = 0.039868
Epoch 4164
Loss = 1.8000e-02, PNorm = 321.6273, GNorm = 0.9101, lr_0 = 9.9731e-04
Validation prc-auc = 0.055669
Epoch 4165
Loss = 2.9643e-02, PNorm = 321.6630, GNorm = 1.1062, lr_0 = 9.9731e-04
Validation prc-auc = 0.057309
Epoch 4166
Loss = 5.6976e-02, PNorm = 321.6954, GNorm = 1.4453, lr_0 = 9.9731e-04
Validation prc-auc = 0.065125
Epoch 4167
Loss = 1.7845e-02, PNorm = 321.7307, GNorm = 0.4463, lr_0 = 9.9731e-04
Validation prc-auc = 0.059334
Epoch 4168
Loss = 1.9813e-02, PNorm = 321.7702, GNorm = 0.0344, lr_0 = 9.9731e-04
Validation prc-auc = 0.053662
Epoch 4169
Loss = 2.0247e-03, PNorm = 321.8154, GNorm = 0.1043, lr_0 = 9.9731e-04
Loss = 3.7316e-02, PNorm = 321.8613, GNorm = 1.6066, lr_0 = 9.9731e-04
Validation prc-auc = 0.031323
Epoch 4170
Loss = 2.8108e-02, PNorm = 321.8973, GNorm = 0.2820, lr_0 = 9.9731e-04
Validation prc-auc = 0.044954
Epoch 4171
Loss = 2.5590e-02, PNorm = 321.9323, GNorm = 1.2899, lr_0 = 9.9730e-04
Validation prc-auc = 0.048989
Epoch 4172
Loss = 1.4824e-02, PNorm = 321.9585, GNorm = 0.0667, lr_0 = 9.9730e-04
Validation prc-auc = 0.048287
Epoch 4173
Loss = 6.5984e-02, PNorm = 321.9919, GNorm = 0.1411, lr_0 = 9.9730e-04
Validation prc-auc = 0.033835
Epoch 4174
Loss = 2.0565e-02, PNorm = 322.0276, GNorm = 0.4053, lr_0 = 9.9730e-04
Validation prc-auc = 0.031769
Epoch 4175
Loss = 2.4382e-02, PNorm = 322.0563, GNorm = 0.9902, lr_0 = 9.9730e-04
Validation prc-auc = 0.047585
Epoch 4176
Loss = 1.3933e-02, PNorm = 322.0889, GNorm = 0.3112, lr_0 = 9.9730e-04
Validation prc-auc = 0.050654
Epoch 4177
Loss = 2.3279e-02, PNorm = 322.1170, GNorm = 1.5493, lr_0 = 9.9730e-04
Validation prc-auc = 0.073457
Epoch 4178
Loss = 1.8269e-02, PNorm = 322.1654, GNorm = 0.8080, lr_0 = 9.9730e-04
Validation prc-auc = 0.086684
Epoch 4179
Loss = 1.1821e-01, PNorm = 322.2197, GNorm = 1.7511, lr_0 = 9.9730e-04
Loss = 1.8653e-02, PNorm = 322.2614, GNorm = 0.4246, lr_0 = 9.9730e-04
Validation prc-auc = 0.088107
Epoch 4180
Loss = 3.2068e-02, PNorm = 322.2886, GNorm = 0.3656, lr_0 = 9.9730e-04
Validation prc-auc = 0.081520
Epoch 4181
Loss = 4.2762e-02, PNorm = 322.3233, GNorm = 1.5009, lr_0 = 9.9730e-04
Validation prc-auc = 0.067836
Epoch 4182
Loss = 3.4910e-02, PNorm = 322.3609, GNorm = 1.1437, lr_0 = 9.9730e-04
Validation prc-auc = 0.069849
Epoch 4183
Loss = 2.0543e-02, PNorm = 322.3888, GNorm = 1.2294, lr_0 = 9.9730e-04
Validation prc-auc = 0.064738
Epoch 4184
Loss = 4.6152e-02, PNorm = 322.4194, GNorm = 0.0385, lr_0 = 9.9730e-04
Validation prc-auc = 0.039570
Epoch 4185
Loss = 6.7028e-03, PNorm = 322.4499, GNorm = 0.1089, lr_0 = 9.9729e-04
Validation prc-auc = 0.028200
Epoch 4186
Loss = 8.2847e-02, PNorm = 322.4734, GNorm = 0.6652, lr_0 = 9.9729e-04
Validation prc-auc = 0.029340
Epoch 4187
Loss = 1.7489e-02, PNorm = 322.5070, GNorm = 0.5049, lr_0 = 9.9729e-04
Validation prc-auc = 0.047574
Epoch 4188
Loss = 4.7100e-03, PNorm = 322.5469, GNorm = 0.0750, lr_0 = 9.9729e-04
Validation prc-auc = 0.050826
Epoch 4189
Loss = 2.3884e-02, PNorm = 322.5807, GNorm = 0.6964, lr_0 = 9.9729e-04
Loss = 2.3694e-02, PNorm = 322.6137, GNorm = 0.1270, lr_0 = 9.9729e-04
Validation prc-auc = 0.051756
Epoch 4190
Loss = 2.6900e-02, PNorm = 322.6412, GNorm = 0.0440, lr_0 = 9.9729e-04
Validation prc-auc = 0.051694
Epoch 4191
Loss = 5.6920e-02, PNorm = 322.6727, GNorm = 0.0890, lr_0 = 9.9729e-04
Validation prc-auc = 0.057524
Epoch 4192
Loss = 3.2818e-02, PNorm = 322.7057, GNorm = 1.0649, lr_0 = 9.9729e-04
Validation prc-auc = 0.056455
Epoch 4193
Loss = 2.9275e-02, PNorm = 322.7344, GNorm = 0.2628, lr_0 = 9.9729e-04
Validation prc-auc = 0.054355
Epoch 4194
Loss = 3.4418e-02, PNorm = 322.7746, GNorm = 0.1800, lr_0 = 9.9729e-04
Validation prc-auc = 0.055445
Epoch 4195
Loss = 2.2105e-02, PNorm = 322.8176, GNorm = 0.8098, lr_0 = 9.9729e-04
Validation prc-auc = 0.050771
Epoch 4196
Loss = 6.1723e-02, PNorm = 322.8482, GNorm = 1.3125, lr_0 = 9.9729e-04
Validation prc-auc = 0.050449
Epoch 4197
Loss = 3.2948e-02, PNorm = 322.8866, GNorm = 0.6776, lr_0 = 9.9729e-04
Validation prc-auc = 0.062632
Epoch 4198
Loss = 3.3989e-03, PNorm = 322.9177, GNorm = 0.1757, lr_0 = 9.9728e-04
Validation prc-auc = 0.070766
Epoch 4199
Loss = 6.8373e-03, PNorm = 322.9424, GNorm = 0.6033, lr_0 = 9.9728e-04
Loss = 1.0353e-02, PNorm = 322.9666, GNorm = 0.3471, lr_0 = 9.9728e-04
Validation prc-auc = 0.078277
Epoch 4200
Loss = 3.3488e-02, PNorm = 322.9875, GNorm = 5.1597, lr_0 = 9.9728e-04
Validation prc-auc = 0.073346
Epoch 4201
Loss = 4.5832e-02, PNorm = 323.0358, GNorm = 0.0645, lr_0 = 9.9728e-04
Validation prc-auc = 0.063248
Epoch 4202
Loss = 2.1344e-02, PNorm = 323.0755, GNorm = 0.4621, lr_0 = 9.9728e-04
Validation prc-auc = 0.043826
Epoch 4203
Loss = 4.8014e-02, PNorm = 323.1130, GNorm = 4.4304, lr_0 = 9.9728e-04
Validation prc-auc = 0.064277
Epoch 4204
Loss = 7.5464e-02, PNorm = 323.1683, GNorm = 1.5042, lr_0 = 9.9728e-04
Validation prc-auc = 0.060293
Epoch 4205
Loss = 1.2695e-02, PNorm = 323.2226, GNorm = 0.4108, lr_0 = 9.9728e-04
Validation prc-auc = 0.057423
Epoch 4206
Loss = 2.0577e-02, PNorm = 323.2720, GNorm = 0.8261, lr_0 = 9.9728e-04
Validation prc-auc = 0.055203
Epoch 4207
Loss = 2.4278e-02, PNorm = 323.3215, GNorm = 0.6165, lr_0 = 9.9728e-04
Validation prc-auc = 0.053643
Epoch 4208
Loss = 3.8981e-03, PNorm = 323.3602, GNorm = 0.2161, lr_0 = 9.9728e-04
Validation prc-auc = 0.058904
Epoch 4209
Loss = 1.5123e-02, PNorm = 323.3872, GNorm = 0.8645, lr_0 = 9.9728e-04
Loss = 1.6042e-02, PNorm = 323.4098, GNorm = 2.9363, lr_0 = 9.9728e-04
Validation prc-auc = 0.057189
Epoch 4210
Loss = 4.2868e-02, PNorm = 323.4341, GNorm = 0.3997, lr_0 = 9.9728e-04
Validation prc-auc = 0.047642
Epoch 4211
Loss = 4.5523e-02, PNorm = 323.4826, GNorm = 3.7357, lr_0 = 9.9727e-04
Validation prc-auc = 0.019744
Epoch 4212
Loss = 3.1539e-02, PNorm = 323.5434, GNorm = 2.8838, lr_0 = 9.9727e-04
Validation prc-auc = 0.019258
Epoch 4213
Loss = 2.5818e-02, PNorm = 323.6018, GNorm = 1.3228, lr_0 = 9.9727e-04
Validation prc-auc = 0.020390
Epoch 4214
Loss = 3.5832e-02, PNorm = 323.6523, GNorm = 1.8984, lr_0 = 9.9727e-04
Validation prc-auc = 0.037978
Epoch 4215
Loss = 4.6675e-02, PNorm = 323.7021, GNorm = 2.9690, lr_0 = 9.9727e-04
Validation prc-auc = 0.049024
Epoch 4216
Loss = 7.2781e-02, PNorm = 323.7405, GNorm = 1.5888, lr_0 = 9.9727e-04
Validation prc-auc = 0.059860
Epoch 4217
Loss = 4.8981e-02, PNorm = 323.7852, GNorm = 2.3166, lr_0 = 9.9727e-04
Validation prc-auc = 0.052157
Epoch 4218
Loss = 1.8112e-02, PNorm = 323.8239, GNorm = 0.4065, lr_0 = 9.9727e-04
Validation prc-auc = 0.057095
Epoch 4219
Loss = 4.0601e-02, PNorm = 323.8664, GNorm = 1.2468, lr_0 = 9.9727e-04
Loss = 5.8850e-02, PNorm = 323.9156, GNorm = 0.7755, lr_0 = 9.9727e-04
Validation prc-auc = 0.054878
Epoch 4220
Loss = 2.5897e-02, PNorm = 323.9616, GNorm = 0.8143, lr_0 = 9.9727e-04
Validation prc-auc = 0.053606
Epoch 4221
Loss = 4.5061e-02, PNorm = 323.9995, GNorm = 0.1516, lr_0 = 9.9727e-04
Validation prc-auc = 0.067552
Epoch 4222
Loss = 1.3412e-02, PNorm = 324.0259, GNorm = 0.1078, lr_0 = 9.9727e-04
Validation prc-auc = 0.061970
Epoch 4223
Loss = 1.8842e-02, PNorm = 324.0472, GNorm = 1.0403, lr_0 = 9.9727e-04
Validation prc-auc = 0.059969
Epoch 4224
Loss = 8.1210e-02, PNorm = 324.0703, GNorm = 3.0758, lr_0 = 9.9726e-04
Validation prc-auc = 0.049848
Epoch 4225
Loss = 3.7333e-02, PNorm = 324.1092, GNorm = 0.1611, lr_0 = 9.9726e-04
Validation prc-auc = 0.030084
Epoch 4226
Loss = 1.9211e-02, PNorm = 324.1648, GNorm = 1.1339, lr_0 = 9.9726e-04
Validation prc-auc = 0.034093
Epoch 4227
Loss = 1.6424e-02, PNorm = 324.2124, GNorm = 0.6098, lr_0 = 9.9726e-04
Validation prc-auc = 0.034831
Epoch 4228
Loss = 3.3154e-02, PNorm = 324.2493, GNorm = 0.2749, lr_0 = 9.9726e-04
Validation prc-auc = 0.049732
Epoch 4229
Loss = 7.6145e-02, PNorm = 324.2829, GNorm = 1.4322, lr_0 = 9.9726e-04
Loss = 1.2676e-02, PNorm = 324.3230, GNorm = 0.0319, lr_0 = 9.9726e-04
Validation prc-auc = 0.047744
Epoch 4230
Loss = 2.7120e-02, PNorm = 324.3691, GNorm = 0.7578, lr_0 = 9.9726e-04
Validation prc-auc = 0.051619
Epoch 4231
Loss = 3.9417e-02, PNorm = 324.4159, GNorm = 0.0829, lr_0 = 9.9726e-04
Validation prc-auc = 0.055006
Epoch 4232
Loss = 6.4249e-02, PNorm = 324.4739, GNorm = 2.0944, lr_0 = 9.9726e-04
Validation prc-auc = 0.055921
Epoch 4233
Loss = 2.4296e-02, PNorm = 324.5295, GNorm = 1.0320, lr_0 = 9.9726e-04
Validation prc-auc = 0.060475
Epoch 4234
Loss = 5.6065e-02, PNorm = 324.5900, GNorm = 2.5171, lr_0 = 9.9726e-04
Validation prc-auc = 0.064238
Epoch 4235
Loss = 3.4927e-02, PNorm = 324.6540, GNorm = 0.9608, lr_0 = 9.9726e-04
Validation prc-auc = 0.071945
Epoch 4236
Loss = 3.6870e-02, PNorm = 324.7096, GNorm = 1.5699, lr_0 = 9.9726e-04
Validation prc-auc = 0.074496
Epoch 4237
Loss = 1.5133e-02, PNorm = 324.7439, GNorm = 0.7142, lr_0 = 9.9726e-04
Validation prc-auc = 0.075535
Epoch 4238
Loss = 6.4590e-03, PNorm = 324.7783, GNorm = 0.1295, lr_0 = 9.9725e-04
Validation prc-auc = 0.073560
Epoch 4239
Loss = 3.4306e-03, PNorm = 324.8169, GNorm = 0.2923, lr_0 = 9.9725e-04
Loss = 2.0144e-02, PNorm = 324.8556, GNorm = 0.6213, lr_0 = 9.9725e-04
Validation prc-auc = 0.075521
Epoch 4240
Loss = 6.1607e-02, PNorm = 324.8859, GNorm = 1.0714, lr_0 = 9.9725e-04
Validation prc-auc = 0.070054
Epoch 4241
Loss = 9.5478e-02, PNorm = 324.9500, GNorm = 1.4886, lr_0 = 9.9725e-04
Validation prc-auc = 0.048952
Epoch 4242
Loss = 2.6668e-02, PNorm = 325.0321, GNorm = 0.7329, lr_0 = 9.9725e-04
Validation prc-auc = 0.047394
Epoch 4243
Loss = 2.0546e-02, PNorm = 325.0932, GNorm = 0.7836, lr_0 = 9.9725e-04
Validation prc-auc = 0.053229
Epoch 4244
Loss = 9.0674e-03, PNorm = 325.1337, GNorm = 0.2647, lr_0 = 9.9725e-04
Validation prc-auc = 0.066971
Epoch 4245
Loss = 3.4427e-02, PNorm = 325.1639, GNorm = 2.1576, lr_0 = 9.9725e-04
Validation prc-auc = 0.069378
Epoch 4246
Loss = 1.2448e-02, PNorm = 325.1992, GNorm = 0.5194, lr_0 = 9.9725e-04
Validation prc-auc = 0.070303
Epoch 4247
Loss = 1.5395e-02, PNorm = 325.2302, GNorm = 0.8632, lr_0 = 9.9725e-04
Validation prc-auc = 0.068949
Epoch 4248
Loss = 6.2368e-02, PNorm = 325.2601, GNorm = 0.1676, lr_0 = 9.9725e-04
Validation prc-auc = 0.058754
Epoch 4249
Loss = 5.1551e-03, PNorm = 325.2893, GNorm = 0.2099, lr_0 = 9.9725e-04
Loss = 2.1181e-02, PNorm = 325.3244, GNorm = 0.9958, lr_0 = 9.9725e-04
Validation prc-auc = 0.057041
Epoch 4250
Loss = 2.5174e-02, PNorm = 325.3581, GNorm = 1.8918, lr_0 = 9.9724e-04
Validation prc-auc = 0.050395
Epoch 4251
Loss = 2.4400e-02, PNorm = 325.3934, GNorm = 1.9897, lr_0 = 9.9724e-04
Validation prc-auc = 0.060224
Epoch 4252
Loss = 3.0017e-02, PNorm = 325.4247, GNorm = 0.3315, lr_0 = 9.9724e-04
Validation prc-auc = 0.056002
Epoch 4253
Loss = 2.8429e-02, PNorm = 325.4579, GNorm = 2.8936, lr_0 = 9.9724e-04
Validation prc-auc = 0.056261
Epoch 4254
Loss = 5.2564e-03, PNorm = 325.4903, GNorm = 0.2522, lr_0 = 9.9724e-04
Validation prc-auc = 0.058927
Epoch 4255
Loss = 1.6674e-02, PNorm = 325.5143, GNorm = 1.6478, lr_0 = 9.9724e-04
Validation prc-auc = 0.064285
Epoch 4256
Loss = 3.1433e-02, PNorm = 325.5434, GNorm = 1.5705, lr_0 = 9.9724e-04
Validation prc-auc = 0.062036
Epoch 4257
Loss = 3.3457e-02, PNorm = 325.5753, GNorm = 2.2743, lr_0 = 9.9724e-04
Validation prc-auc = 0.061245
Epoch 4258
Loss = 2.2367e-02, PNorm = 325.6072, GNorm = 0.4534, lr_0 = 9.9724e-04
Validation prc-auc = 0.063266
Epoch 4259
Loss = 4.7225e-02, PNorm = 325.6434, GNorm = 1.0066, lr_0 = 9.9724e-04
Loss = 5.3682e-02, PNorm = 325.6927, GNorm = 3.0487, lr_0 = 9.9724e-04
Validation prc-auc = 0.053387
Epoch 4260
Loss = 5.0785e-02, PNorm = 325.7577, GNorm = 1.1817, lr_0 = 9.9724e-04
Validation prc-auc = 0.055692
Epoch 4261
Loss = 3.0974e-02, PNorm = 325.8197, GNorm = 1.3565, lr_0 = 9.9724e-04
Validation prc-auc = 0.064037
Epoch 4262
Loss = 2.3609e-02, PNorm = 325.8646, GNorm = 0.8751, lr_0 = 9.9724e-04
Validation prc-auc = 0.051316
Epoch 4263
Loss = 3.9979e-02, PNorm = 325.9130, GNorm = 0.9183, lr_0 = 9.9724e-04
Validation prc-auc = 0.051421
Epoch 4264
Loss = 1.9561e-02, PNorm = 325.9582, GNorm = 0.3380, lr_0 = 9.9723e-04
Validation prc-auc = 0.050718
Epoch 4265
Loss = 3.8964e-02, PNorm = 325.9945, GNorm = 0.1899, lr_0 = 9.9723e-04
Validation prc-auc = 0.055769
Epoch 4266
Loss = 3.6572e-02, PNorm = 326.0258, GNorm = 0.9859, lr_0 = 9.9723e-04
Validation prc-auc = 0.065667
Epoch 4267
Loss = 3.8853e-02, PNorm = 326.0547, GNorm = 1.3814, lr_0 = 9.9723e-04
Validation prc-auc = 0.064331
Epoch 4268
Loss = 3.4912e-02, PNorm = 326.0818, GNorm = 2.8608, lr_0 = 9.9723e-04
Validation prc-auc = 0.069196
Epoch 4269
Loss = 4.2777e-03, PNorm = 326.1217, GNorm = 0.2117, lr_0 = 9.9723e-04
Loss = 1.0440e-01, PNorm = 326.1808, GNorm = 0.4901, lr_0 = 9.9723e-04
Validation prc-auc = 0.077311
Epoch 4270
Loss = 6.0497e-02, PNorm = 326.2287, GNorm = 1.9341, lr_0 = 9.9723e-04
Validation prc-auc = 0.065589
Epoch 4271
Loss = 4.0419e-02, PNorm = 326.2778, GNorm = 0.9621, lr_0 = 9.9723e-04
Validation prc-auc = 0.063670
Epoch 4272
Loss = 5.0963e-02, PNorm = 326.3200, GNorm = 0.6043, lr_0 = 9.9723e-04
Validation prc-auc = 0.059633
Epoch 4273
Loss = 4.0849e-02, PNorm = 326.3652, GNorm = 1.1041, lr_0 = 9.9723e-04
Validation prc-auc = 0.055407
Epoch 4274
Loss = 2.1491e-02, PNorm = 326.4130, GNorm = 1.2202, lr_0 = 9.9723e-04
Validation prc-auc = 0.072019
Epoch 4275
Loss = 1.0304e-02, PNorm = 326.4499, GNorm = 2.0630, lr_0 = 9.9723e-04
Validation prc-auc = 0.074282
Epoch 4276
Loss = 9.2888e-02, PNorm = 326.4751, GNorm = 0.5337, lr_0 = 9.9723e-04
Validation prc-auc = 0.081292
Epoch 4277
Loss = 1.4713e-02, PNorm = 326.4981, GNorm = 0.1043, lr_0 = 9.9722e-04
Validation prc-auc = 0.083234
Epoch 4278
Loss = 6.4568e-03, PNorm = 326.5242, GNorm = 0.0475, lr_0 = 9.9722e-04
Validation prc-auc = 0.080839
Epoch 4279
Loss = 1.0112e-02, PNorm = 326.5479, GNorm = 0.4592, lr_0 = 9.9722e-04
Loss = 2.8834e-02, PNorm = 326.5711, GNorm = 0.0928, lr_0 = 9.9722e-04
Validation prc-auc = 0.084398
Epoch 4280
Loss = 2.9068e-02, PNorm = 326.6121, GNorm = 0.3861, lr_0 = 9.9722e-04
Validation prc-auc = 0.068114
Epoch 4281
Loss = 5.1489e-02, PNorm = 326.6564, GNorm = 2.7486, lr_0 = 9.9722e-04
Validation prc-auc = 0.075158
Epoch 4282
Loss = 6.0433e-02, PNorm = 326.7032, GNorm = 0.3200, lr_0 = 9.9722e-04
Validation prc-auc = 0.063829
Epoch 4283
Loss = 7.1635e-02, PNorm = 326.7511, GNorm = 1.0245, lr_0 = 9.9722e-04
Validation prc-auc = 0.061755
Epoch 4284
Loss = 3.9032e-02, PNorm = 326.7904, GNorm = 0.7910, lr_0 = 9.9722e-04
Validation prc-auc = 0.066840
Epoch 4285
Loss = 4.4605e-02, PNorm = 326.8259, GNorm = 1.1357, lr_0 = 9.9722e-04
Validation prc-auc = 0.065640
Epoch 4286
Loss = 2.5382e-02, PNorm = 326.8624, GNorm = 0.4583, lr_0 = 9.9722e-04
Validation prc-auc = 0.062972
Epoch 4287
Loss = 2.7881e-02, PNorm = 326.8936, GNorm = 0.2721, lr_0 = 9.9722e-04
Validation prc-auc = 0.064983
Epoch 4288
Loss = 4.7343e-02, PNorm = 326.9166, GNorm = 1.7725, lr_0 = 9.9722e-04
Validation prc-auc = 0.071595
Epoch 4289
Loss = 1.5524e-01, PNorm = 326.9421, GNorm = 2.1361, lr_0 = 9.9722e-04
Loss = 3.2802e-02, PNorm = 326.9751, GNorm = 2.1403, lr_0 = 9.9722e-04
Validation prc-auc = 0.072522
Epoch 4290
Loss = 1.0158e-02, PNorm = 327.0136, GNorm = 0.7618, lr_0 = 9.9721e-04
Validation prc-auc = 0.070003
Epoch 4291
Loss = 2.2997e-02, PNorm = 327.0397, GNorm = 0.6402, lr_0 = 9.9721e-04
Validation prc-auc = 0.067180
Epoch 4292
Loss = 7.4483e-02, PNorm = 327.0710, GNorm = 0.3342, lr_0 = 9.9721e-04
Validation prc-auc = 0.051426
Epoch 4293
Loss = 5.8107e-02, PNorm = 327.1212, GNorm = 0.1377, lr_0 = 9.9721e-04
Validation prc-auc = 0.069324
Epoch 4294
Loss = 1.6540e-02, PNorm = 327.1712, GNorm = 0.1596, lr_0 = 9.9721e-04
Validation prc-auc = 0.072855
Epoch 4295
Loss = 9.7062e-03, PNorm = 327.2083, GNorm = 0.1047, lr_0 = 9.9721e-04
Validation prc-auc = 0.072820
Epoch 4296
Loss = 3.4313e-02, PNorm = 327.2469, GNorm = 0.0891, lr_0 = 9.9721e-04
Validation prc-auc = 0.073866
Epoch 4297
Loss = 2.0698e-02, PNorm = 327.2809, GNorm = 1.4214, lr_0 = 9.9721e-04
Validation prc-auc = 0.074734
Epoch 4298
Loss = 4.1932e-02, PNorm = 327.3134, GNorm = 0.1428, lr_0 = 9.9721e-04
Validation prc-auc = 0.064847
Epoch 4299
Loss = 9.8447e-03, PNorm = 327.3473, GNorm = 0.4308, lr_0 = 9.9721e-04
Loss = 1.3897e-02, PNorm = 327.3766, GNorm = 0.0639, lr_0 = 9.9721e-04
Validation prc-auc = 0.063013
Epoch 4300
Loss = 3.5829e-02, PNorm = 327.4102, GNorm = 0.6219, lr_0 = 9.9721e-04
Validation prc-auc = 0.068591
Epoch 4301
Loss = 5.1901e-02, PNorm = 327.4538, GNorm = 1.9089, lr_0 = 9.9721e-04
Validation prc-auc = 0.059543
Epoch 4302
Loss = 2.8816e-02, PNorm = 327.4965, GNorm = 0.5386, lr_0 = 9.9721e-04
Validation prc-auc = 0.057057
Epoch 4303
Loss = 1.8775e-02, PNorm = 327.5302, GNorm = 0.7643, lr_0 = 9.9721e-04
Validation prc-auc = 0.061846
Epoch 4304
Loss = 3.6552e-02, PNorm = 327.5538, GNorm = 0.9670, lr_0 = 9.9720e-04
Validation prc-auc = 0.068807
Epoch 4305
Loss = 1.8028e-02, PNorm = 327.5801, GNorm = 0.6556, lr_0 = 9.9720e-04
Validation prc-auc = 0.069072
Epoch 4306
Loss = 2.6200e-02, PNorm = 327.6127, GNorm = 0.7054, lr_0 = 9.9720e-04
Validation prc-auc = 0.070509
Epoch 4307
Loss = 1.3265e-02, PNorm = 327.6449, GNorm = 0.1008, lr_0 = 9.9720e-04
Validation prc-auc = 0.075799
Epoch 4308
Loss = 4.4664e-02, PNorm = 327.6678, GNorm = 0.2631, lr_0 = 9.9720e-04
Validation prc-auc = 0.080051
Epoch 4309
Loss = 1.6958e-01, PNorm = 327.6852, GNorm = 1.6977, lr_0 = 9.9720e-04
Loss = 2.5955e-02, PNorm = 327.7257, GNorm = 1.2341, lr_0 = 9.9720e-04
Validation prc-auc = 0.079769
Epoch 4310
Loss = 3.0680e-02, PNorm = 327.7714, GNorm = 0.8738, lr_0 = 9.9720e-04
Validation prc-auc = 0.077884
Epoch 4311
Loss = 3.6233e-02, PNorm = 327.8182, GNorm = 0.6397, lr_0 = 9.9720e-04
Validation prc-auc = 0.072748
Epoch 4312
Loss = 2.4667e-02, PNorm = 327.8569, GNorm = 0.3227, lr_0 = 9.9720e-04
Validation prc-auc = 0.062146
Epoch 4313
Loss = 3.4637e-02, PNorm = 327.8908, GNorm = 2.9580, lr_0 = 9.9720e-04
Validation prc-auc = 0.056776
Epoch 4314
Loss = 7.8027e-03, PNorm = 327.9376, GNorm = 0.5283, lr_0 = 9.9720e-04
Validation prc-auc = 0.062472
Epoch 4315
Loss = 1.2348e-02, PNorm = 327.9700, GNorm = 0.5543, lr_0 = 9.9720e-04
Validation prc-auc = 0.066181
Epoch 4316
Loss = 3.3361e-02, PNorm = 327.9951, GNorm = 0.0537, lr_0 = 9.9720e-04
Validation prc-auc = 0.067778
Epoch 4317
Loss = 2.2904e-02, PNorm = 328.0153, GNorm = 1.4705, lr_0 = 9.9719e-04
Validation prc-auc = 0.069085
Epoch 4318
Loss = 1.5875e-02, PNorm = 328.0407, GNorm = 0.6524, lr_0 = 9.9719e-04
Validation prc-auc = 0.071255
Epoch 4319
Loss = 7.9701e-03, PNorm = 328.0729, GNorm = 0.3499, lr_0 = 9.9719e-04
Loss = 2.9529e-02, PNorm = 328.1008, GNorm = 0.3953, lr_0 = 9.9719e-04
Validation prc-auc = 0.076981
Epoch 4320
Loss = 1.1055e-02, PNorm = 328.1319, GNorm = 0.6703, lr_0 = 9.9719e-04
Validation prc-auc = 0.076820
Epoch 4321
Loss = 2.2910e-02, PNorm = 328.1592, GNorm = 0.2235, lr_0 = 9.9719e-04
Validation prc-auc = 0.073686
Epoch 4322
Loss = 3.3649e-02, PNorm = 328.1870, GNorm = 0.4607, lr_0 = 9.9719e-04
Validation prc-auc = 0.067786
Epoch 4323
Loss = 1.1999e-02, PNorm = 328.2219, GNorm = 0.5358, lr_0 = 9.9719e-04
Validation prc-auc = 0.075152
Epoch 4324
Loss = 4.3512e-02, PNorm = 328.2513, GNorm = 0.1199, lr_0 = 9.9719e-04
Validation prc-auc = 0.073646
Epoch 4325
Loss = 3.2172e-02, PNorm = 328.2801, GNorm = 0.2406, lr_0 = 9.9719e-04
Validation prc-auc = 0.079857
Epoch 4326
Loss = 1.2730e-02, PNorm = 328.3102, GNorm = 0.0486, lr_0 = 9.9719e-04
Validation prc-auc = 0.079679
Epoch 4327
Loss = 9.6541e-02, PNorm = 328.3424, GNorm = 1.4270, lr_0 = 9.9719e-04
Validation prc-auc = 0.072315
Epoch 4328
Loss = 4.6444e-02, PNorm = 328.3816, GNorm = 1.2972, lr_0 = 9.9719e-04
Validation prc-auc = 0.072212
Epoch 4329
Loss = 2.6632e-02, PNorm = 328.4158, GNorm = 1.2194, lr_0 = 9.9719e-04
Loss = 1.8459e-02, PNorm = 328.4489, GNorm = 0.3997, lr_0 = 9.9719e-04
Validation prc-auc = 0.078865
Epoch 4330
Loss = 3.5053e-02, PNorm = 328.4853, GNorm = 1.7217, lr_0 = 9.9718e-04
Validation prc-auc = 0.079062
Epoch 4331
Loss = 1.3970e-02, PNorm = 328.5216, GNorm = 0.4248, lr_0 = 9.9718e-04
Validation prc-auc = 0.077797
Epoch 4332
Loss = 2.2887e-02, PNorm = 328.5600, GNorm = 0.0820, lr_0 = 9.9718e-04
Validation prc-auc = 0.075224
Epoch 4333
Loss = 8.5789e-02, PNorm = 328.6037, GNorm = 2.1505, lr_0 = 9.9718e-04
Validation prc-auc = 0.075709
Epoch 4334
Loss = 3.1167e-02, PNorm = 328.6589, GNorm = 2.8734, lr_0 = 9.9718e-04
Validation prc-auc = 0.074478
Epoch 4335
Loss = 5.6762e-02, PNorm = 328.7155, GNorm = 1.7924, lr_0 = 9.9718e-04
Validation prc-auc = 0.067875
Epoch 4336
Loss = 2.1529e-02, PNorm = 328.7738, GNorm = 0.3947, lr_0 = 9.9718e-04
Validation prc-auc = 0.032923
Epoch 4337
Loss = 4.2241e-02, PNorm = 328.8173, GNorm = 0.3646, lr_0 = 9.9718e-04
Validation prc-auc = 0.041619
Epoch 4338
Loss = 1.3566e-01, PNorm = 328.8705, GNorm = 3.6686, lr_0 = 9.9718e-04
Validation prc-auc = 0.028421
Epoch 4339
Loss = 3.4789e-02, PNorm = 328.9450, GNorm = 1.1495, lr_0 = 9.9718e-04
Loss = 2.7470e-02, PNorm = 329.0009, GNorm = 0.5048, lr_0 = 9.9718e-04
Validation prc-auc = 0.034226
Epoch 4340
Loss = 3.8916e-02, PNorm = 329.0401, GNorm = 0.1532, lr_0 = 9.9718e-04
Validation prc-auc = 0.048756
Epoch 4341
Loss = 3.7477e-02, PNorm = 329.0748, GNorm = 1.4078, lr_0 = 9.9718e-04
Validation prc-auc = 0.044920
Epoch 4342
Loss = 4.9942e-02, PNorm = 329.1077, GNorm = 5.1525, lr_0 = 9.9718e-04
Validation prc-auc = 0.052324
Epoch 4343
Loss = 2.5187e-02, PNorm = 329.1440, GNorm = 1.4755, lr_0 = 9.9717e-04
Validation prc-auc = 0.058478
Epoch 4344
Loss = 2.7332e-02, PNorm = 329.1783, GNorm = 0.1420, lr_0 = 9.9717e-04
Validation prc-auc = 0.060314
Epoch 4345
Loss = 5.3693e-02, PNorm = 329.2124, GNorm = 4.0925, lr_0 = 9.9717e-04
Validation prc-auc = 0.061156
Epoch 4346
Loss = 7.0343e-03, PNorm = 329.2558, GNorm = 0.3845, lr_0 = 9.9717e-04
Validation prc-auc = 0.057918
Epoch 4347
Loss = 1.0379e-02, PNorm = 329.2919, GNorm = 0.6357, lr_0 = 9.9717e-04
Validation prc-auc = 0.040352
Epoch 4348
Loss = 3.5815e-02, PNorm = 329.3177, GNorm = 2.0358, lr_0 = 9.9717e-04
Validation prc-auc = 0.051723
Epoch 4349
Loss = 2.5842e-03, PNorm = 329.3435, GNorm = 0.1053, lr_0 = 9.9717e-04
Loss = 3.3832e-02, PNorm = 329.3716, GNorm = 0.5649, lr_0 = 9.9717e-04
Validation prc-auc = 0.047729
Epoch 4350
Loss = 9.2657e-02, PNorm = 329.4084, GNorm = 2.2643, lr_0 = 9.9717e-04
Validation prc-auc = 0.031652
Epoch 4351
Loss = 4.2132e-02, PNorm = 329.4534, GNorm = 0.2933, lr_0 = 9.9717e-04
Validation prc-auc = 0.027569
Epoch 4352
Loss = 2.6242e-02, PNorm = 329.5041, GNorm = 0.2959, lr_0 = 9.9717e-04
Validation prc-auc = 0.026361
Epoch 4353
Loss = 7.6250e-02, PNorm = 329.5407, GNorm = 1.4162, lr_0 = 9.9717e-04
Validation prc-auc = 0.029979
Epoch 4354
Loss = 2.7957e-02, PNorm = 329.5794, GNorm = 1.2109, lr_0 = 9.9717e-04
Validation prc-auc = 0.037344
Epoch 4355
Loss = 3.5324e-02, PNorm = 329.6129, GNorm = 1.6968, lr_0 = 9.9717e-04
Validation prc-auc = 0.034863
Epoch 4356
Loss = 2.7362e-02, PNorm = 329.6413, GNorm = 0.1223, lr_0 = 9.9717e-04
Validation prc-auc = 0.034356
Epoch 4357
Loss = 2.6849e-02, PNorm = 329.6662, GNorm = 1.6547, lr_0 = 9.9716e-04
Validation prc-auc = 0.031339
Epoch 4358
Loss = 3.1148e-02, PNorm = 329.6911, GNorm = 0.2445, lr_0 = 9.9716e-04
Validation prc-auc = 0.030303
Epoch 4359
Loss = 2.3029e-02, PNorm = 329.7103, GNorm = 1.2629, lr_0 = 9.9716e-04
Loss = 1.7498e-02, PNorm = 329.7279, GNorm = 0.0633, lr_0 = 9.9716e-04
Validation prc-auc = 0.030982
Epoch 4360
Loss = 3.2141e-02, PNorm = 329.7483, GNorm = 1.3516, lr_0 = 9.9716e-04
Validation prc-auc = 0.030124
Epoch 4361
Loss = 2.2174e-02, PNorm = 329.7720, GNorm = 0.7507, lr_0 = 9.9716e-04
Validation prc-auc = 0.032662
Epoch 4362
Loss = 3.1758e-02, PNorm = 329.7971, GNorm = 0.6716, lr_0 = 9.9716e-04
Validation prc-auc = 0.027817
Epoch 4363
Loss = 3.6277e-02, PNorm = 329.8233, GNorm = 2.1675, lr_0 = 9.9716e-04
Validation prc-auc = 0.029287
Epoch 4364
Loss = 2.2876e-02, PNorm = 329.8532, GNorm = 0.0789, lr_0 = 9.9716e-04
Validation prc-auc = 0.027297
Epoch 4365
Loss = 2.0158e-02, PNorm = 329.8895, GNorm = 0.7630, lr_0 = 9.9716e-04
Validation prc-auc = 0.027434
Epoch 4366
Loss = 6.7042e-03, PNorm = 329.9245, GNorm = 0.1083, lr_0 = 9.9716e-04
Validation prc-auc = 0.033345
Epoch 4367
Loss = 2.2802e-02, PNorm = 329.9728, GNorm = 0.6266, lr_0 = 9.9716e-04
Validation prc-auc = 0.034556
Epoch 4368
Loss = 6.8853e-03, PNorm = 330.0155, GNorm = 0.1411, lr_0 = 9.9716e-04
Validation prc-auc = 0.047782
Epoch 4369
Loss = 1.9401e-03, PNorm = 330.0555, GNorm = 0.0719, lr_0 = 9.9716e-04
Loss = 2.3607e-02, PNorm = 330.0846, GNorm = 0.5703, lr_0 = 9.9715e-04
Validation prc-auc = 0.048594
Epoch 4370
Loss = 6.1690e-02, PNorm = 330.1121, GNorm = 1.2758, lr_0 = 9.9715e-04
Validation prc-auc = 0.046750
Epoch 4371
Loss = 5.9452e-02, PNorm = 330.1439, GNorm = 1.5202, lr_0 = 9.9715e-04
Validation prc-auc = 0.045010
Epoch 4372
Loss = 1.5069e-02, PNorm = 330.1790, GNorm = 1.7323, lr_0 = 9.9715e-04
Validation prc-auc = 0.046343
Epoch 4373
Loss = 4.7492e-02, PNorm = 330.2111, GNorm = 0.4793, lr_0 = 9.9715e-04
Validation prc-auc = 0.051957
Epoch 4374
Loss = 3.2365e-02, PNorm = 330.2503, GNorm = 0.5066, lr_0 = 9.9715e-04
Validation prc-auc = 0.051042
Epoch 4375
Loss = 7.5016e-02, PNorm = 330.3025, GNorm = 3.3131, lr_0 = 9.9715e-04
Validation prc-auc = 0.051124
Epoch 4376
Loss = 2.9979e-02, PNorm = 330.3656, GNorm = 0.6793, lr_0 = 9.9715e-04
Validation prc-auc = 0.045084
Epoch 4377
Loss = 6.5131e-02, PNorm = 330.4236, GNorm = 1.1185, lr_0 = 9.9715e-04
Validation prc-auc = 0.049943
Epoch 4378
Loss = 8.9220e-02, PNorm = 330.4714, GNorm = 0.6805, lr_0 = 9.9715e-04
Validation prc-auc = 0.057541
Epoch 4379
Loss = 1.1533e-02, PNorm = 330.4984, GNorm = 0.3217, lr_0 = 9.9715e-04
Loss = 2.9206e-02, PNorm = 330.5232, GNorm = 0.1946, lr_0 = 9.9715e-04
Validation prc-auc = 0.059423
Epoch 4380
Loss = 1.7230e-02, PNorm = 330.5485, GNorm = 0.3059, lr_0 = 9.9715e-04
Validation prc-auc = 0.065430
Epoch 4381
Loss = 3.5289e-02, PNorm = 330.5709, GNorm = 1.1913, lr_0 = 9.9715e-04
Validation prc-auc = 0.065458
Epoch 4382
Loss = 1.0416e-02, PNorm = 330.5983, GNorm = 0.1104, lr_0 = 9.9715e-04
Validation prc-auc = 0.056103
Epoch 4383
Loss = 5.3504e-02, PNorm = 330.6195, GNorm = 0.2655, lr_0 = 9.9714e-04
Validation prc-auc = 0.054734
Epoch 4384
Loss = 3.5468e-02, PNorm = 330.6415, GNorm = 1.7225, lr_0 = 9.9714e-04
Validation prc-auc = 0.059476
Epoch 4385
Loss = 2.1818e-02, PNorm = 330.6696, GNorm = 0.1494, lr_0 = 9.9714e-04
Validation prc-auc = 0.056231
Epoch 4386
Loss = 3.4188e-02, PNorm = 330.6923, GNorm = 0.4343, lr_0 = 9.9714e-04
Validation prc-auc = 0.053378
Epoch 4387
Loss = 4.5760e-02, PNorm = 330.7175, GNorm = 0.0831, lr_0 = 9.9714e-04
Validation prc-auc = 0.047866
Epoch 4388
Loss = 2.3070e-02, PNorm = 330.7463, GNorm = 0.2450, lr_0 = 9.9714e-04
Validation prc-auc = 0.044448
Epoch 4389
Loss = 5.6518e-03, PNorm = 330.7693, GNorm = 0.3521, lr_0 = 9.9714e-04
Loss = 2.3565e-02, PNorm = 330.7881, GNorm = 0.2855, lr_0 = 9.9714e-04
Validation prc-auc = 0.048595
Epoch 4390
Loss = 1.9781e-02, PNorm = 330.8059, GNorm = 1.0387, lr_0 = 9.9714e-04
Validation prc-auc = 0.051523
Epoch 4391
Loss = 4.0414e-02, PNorm = 330.8224, GNorm = 2.1455, lr_0 = 9.9714e-04
Validation prc-auc = 0.051586
Epoch 4392
Loss = 1.0664e-02, PNorm = 330.8421, GNorm = 0.0449, lr_0 = 9.9714e-04
Validation prc-auc = 0.055893
Epoch 4393
Loss = 6.1324e-03, PNorm = 330.8595, GNorm = 0.2972, lr_0 = 9.9714e-04
Validation prc-auc = 0.054150
Epoch 4394
Loss = 9.8961e-03, PNorm = 330.8841, GNorm = 0.2161, lr_0 = 9.9714e-04
Validation prc-auc = 0.060407
Epoch 4395
Loss = 6.1264e-02, PNorm = 330.9167, GNorm = 2.5969, lr_0 = 9.9714e-04
Validation prc-auc = 0.054389
Epoch 4396
Loss = 3.3094e-02, PNorm = 330.9628, GNorm = 0.1627, lr_0 = 9.9714e-04
Validation prc-auc = 0.066197
Epoch 4397
Loss = 2.6542e-02, PNorm = 331.0209, GNorm = 0.8399, lr_0 = 9.9713e-04
Validation prc-auc = 0.062051
Epoch 4398
Loss = 1.3897e-02, PNorm = 331.0653, GNorm = 0.2219, lr_0 = 9.9713e-04
Validation prc-auc = 0.059558
Epoch 4399
Loss = 3.4671e-01, PNorm = 331.1094, GNorm = 3.4799, lr_0 = 9.9713e-04
Loss = 1.4604e-02, PNorm = 331.1537, GNorm = 0.5675, lr_0 = 9.9713e-04
Validation prc-auc = 0.044710
Epoch 4400
Loss = 2.6318e-02, PNorm = 331.1885, GNorm = 0.4822, lr_0 = 9.9713e-04
Validation prc-auc = 0.051575
Epoch 4401
Loss = 4.3578e-02, PNorm = 331.2222, GNorm = 1.3841, lr_0 = 9.9713e-04
Validation prc-auc = 0.070261
Epoch 4402
Loss = 2.8886e-02, PNorm = 331.2635, GNorm = 0.1012, lr_0 = 9.9713e-04
Validation prc-auc = 0.084178
Epoch 4403
Loss = 2.8105e-02, PNorm = 331.2983, GNorm = 2.2262, lr_0 = 9.9713e-04
Validation prc-auc = 0.085860
Epoch 4404
Loss = 1.0017e-01, PNorm = 331.3316, GNorm = 3.8277, lr_0 = 9.9713e-04
Validation prc-auc = 0.091347
Epoch 4405
Loss = 1.2669e-02, PNorm = 331.3744, GNorm = 0.9757, lr_0 = 9.9713e-04
Validation prc-auc = 0.097282
Epoch 4406
Loss = 4.0152e-02, PNorm = 331.4088, GNorm = 1.2027, lr_0 = 9.9713e-04
Validation prc-auc = 0.103963
Epoch 4407
Loss = 5.1605e-02, PNorm = 331.4397, GNorm = 0.2193, lr_0 = 9.9713e-04
Validation prc-auc = 0.101639
Epoch 4408
Loss = 5.5303e-03, PNorm = 331.4698, GNorm = 0.1355, lr_0 = 9.9713e-04
Validation prc-auc = 0.101936
Epoch 4409
Loss = 1.1232e-02, PNorm = 331.5050, GNorm = 0.6238, lr_0 = 9.9713e-04
Loss = 3.5916e-02, PNorm = 331.5527, GNorm = 0.0542, lr_0 = 9.9712e-04
Validation prc-auc = 0.097942
Epoch 4410
Loss = 3.4311e-02, PNorm = 331.6008, GNorm = 0.1072, lr_0 = 9.9712e-04
Validation prc-auc = 0.092213
Epoch 4411
Loss = 3.2796e-02, PNorm = 331.6467, GNorm = 0.3855, lr_0 = 9.9712e-04
Validation prc-auc = 0.080301
Epoch 4412
Loss = 3.4919e-02, PNorm = 331.6873, GNorm = 0.7840, lr_0 = 9.9712e-04
Validation prc-auc = 0.078747
Epoch 4413
Loss = 3.2718e-02, PNorm = 331.7297, GNorm = 0.3595, lr_0 = 9.9712e-04
Validation prc-auc = 0.077432
Epoch 4414
Loss = 2.6808e-02, PNorm = 331.7789, GNorm = 0.2439, lr_0 = 9.9712e-04
Validation prc-auc = 0.064974
Epoch 4415
Loss = 1.8000e-02, PNorm = 331.8188, GNorm = 0.3087, lr_0 = 9.9712e-04
Validation prc-auc = 0.053535
Epoch 4416
Loss = 4.6056e-02, PNorm = 331.8494, GNorm = 1.1149, lr_0 = 9.9712e-04
Validation prc-auc = 0.051865
Epoch 4417
Loss = 3.8478e-03, PNorm = 331.8705, GNorm = 0.2639, lr_0 = 9.9712e-04
Validation prc-auc = 0.058191
Epoch 4418
Loss = 4.2464e-03, PNorm = 331.8885, GNorm = 0.2373, lr_0 = 9.9712e-04
Validation prc-auc = 0.058080
Epoch 4419
Loss = 6.0976e-04, PNorm = 331.9109, GNorm = 0.0508, lr_0 = 9.9712e-04
Loss = 1.6560e-02, PNorm = 331.9467, GNorm = 0.6887, lr_0 = 9.9712e-04
Validation prc-auc = 0.062395
Epoch 4420
Loss = 3.2641e-02, PNorm = 331.9760, GNorm = 2.7089, lr_0 = 9.9712e-04
Validation prc-auc = 0.068102
Epoch 4421
Loss = 4.1260e-02, PNorm = 332.0204, GNorm = 1.3454, lr_0 = 9.9712e-04
Validation prc-auc = 0.066478
Epoch 4422
Loss = 4.1013e-02, PNorm = 332.0612, GNorm = 0.2759, lr_0 = 9.9712e-04
Validation prc-auc = 0.073355
Epoch 4423
Loss = 3.3396e-02, PNorm = 332.1086, GNorm = 1.0049, lr_0 = 9.9711e-04
Validation prc-auc = 0.071090
Epoch 4424
Loss = 3.6287e-02, PNorm = 332.1538, GNorm = 0.6256, lr_0 = 9.9711e-04
Validation prc-auc = 0.077759
Epoch 4425
Loss = 2.8356e-02, PNorm = 332.1880, GNorm = 0.1622, lr_0 = 9.9711e-04
Validation prc-auc = 0.073488
Epoch 4426
Loss = 3.3330e-02, PNorm = 332.2148, GNorm = 0.5690, lr_0 = 9.9711e-04
Validation prc-auc = 0.077416
Epoch 4427
Loss = 3.3577e-03, PNorm = 332.2392, GNorm = 0.0984, lr_0 = 9.9711e-04
Validation prc-auc = 0.078332
Epoch 4428
Loss = 4.0944e-02, PNorm = 332.2765, GNorm = 2.9924, lr_0 = 9.9711e-04
Validation prc-auc = 0.082915
Epoch 4429
Loss = 3.3587e-03, PNorm = 332.3106, GNorm = 0.1184, lr_0 = 9.9711e-04
Loss = 4.1274e-03, PNorm = 332.3353, GNorm = 0.0659, lr_0 = 9.9711e-04
Validation prc-auc = 0.069850
Epoch 4430
Loss = 3.4219e-02, PNorm = 332.3587, GNorm = 0.8119, lr_0 = 9.9711e-04
Validation prc-auc = 0.061249
Epoch 4431
Loss = 2.2547e-02, PNorm = 332.3933, GNorm = 1.1587, lr_0 = 9.9711e-04
Validation prc-auc = 0.060079
Epoch 4432
Loss = 6.8954e-02, PNorm = 332.4253, GNorm = 1.8514, lr_0 = 9.9711e-04
Validation prc-auc = 0.056426
Epoch 4433
Loss = 3.5739e-02, PNorm = 332.4619, GNorm = 1.1358, lr_0 = 9.9711e-04
Validation prc-auc = 0.054103
Epoch 4434
Loss = 2.4767e-02, PNorm = 332.5039, GNorm = 1.7267, lr_0 = 9.9711e-04
Validation prc-auc = 0.055075
Epoch 4435
Loss = 1.9218e-02, PNorm = 332.5437, GNorm = 0.7095, lr_0 = 9.9711e-04
Validation prc-auc = 0.068216
Epoch 4436
Loss = 2.1195e-02, PNorm = 332.5811, GNorm = 0.1832, lr_0 = 9.9710e-04
Validation prc-auc = 0.070038
Epoch 4437
Loss = 1.3812e-02, PNorm = 332.6202, GNorm = 1.2839, lr_0 = 9.9710e-04
Validation prc-auc = 0.070690
Epoch 4438
Loss = 6.2979e-02, PNorm = 332.6616, GNorm = 1.3839, lr_0 = 9.9710e-04
Validation prc-auc = 0.070662
Epoch 4439
Loss = 1.3987e-02, PNorm = 332.7041, GNorm = 0.5640, lr_0 = 9.9710e-04
Loss = 2.8636e-02, PNorm = 332.7339, GNorm = 0.4041, lr_0 = 9.9710e-04
Validation prc-auc = 0.072646
Epoch 4440
Loss = 2.4634e-02, PNorm = 332.7579, GNorm = 0.1762, lr_0 = 9.9710e-04
Validation prc-auc = 0.064425
Epoch 4441
Loss = 1.9370e-02, PNorm = 332.7920, GNorm = 0.2343, lr_0 = 9.9710e-04
Validation prc-auc = 0.068239
Epoch 4442
Loss = 3.9577e-02, PNorm = 332.8290, GNorm = 0.0964, lr_0 = 9.9710e-04
Validation prc-auc = 0.056690
Epoch 4443
Loss = 5.8542e-02, PNorm = 332.8633, GNorm = 0.5430, lr_0 = 9.9710e-04
Validation prc-auc = 0.057007
Epoch 4444
Loss = 1.8527e-02, PNorm = 332.8957, GNorm = 0.2166, lr_0 = 9.9710e-04
Validation prc-auc = 0.052819
Epoch 4445
Loss = 4.6509e-02, PNorm = 332.9234, GNorm = 3.9601, lr_0 = 9.9710e-04
Validation prc-auc = 0.053885
Epoch 4446
Loss = 1.0447e-01, PNorm = 332.9613, GNorm = 2.9103, lr_0 = 9.9710e-04
Validation prc-auc = 0.051275
Epoch 4447
Loss = 2.2038e-02, PNorm = 333.0224, GNorm = 0.2557, lr_0 = 9.9710e-04
Validation prc-auc = 0.059348
Epoch 4448
Loss = 4.6921e-02, PNorm = 333.0815, GNorm = 0.5983, lr_0 = 9.9710e-04
Validation prc-auc = 0.058257
Epoch 4449
Loss = 3.9679e-02, PNorm = 333.1359, GNorm = 1.8986, lr_0 = 9.9710e-04
Loss = 1.0332e-02, PNorm = 333.1788, GNorm = 1.8236, lr_0 = 9.9709e-04
Validation prc-auc = 0.057524
Epoch 4450
Loss = 3.3799e-02, PNorm = 333.2141, GNorm = 0.3007, lr_0 = 9.9709e-04
Validation prc-auc = 0.063573
Epoch 4451
Loss = 3.9882e-02, PNorm = 333.2519, GNorm = 0.9857, lr_0 = 9.9709e-04
Validation prc-auc = 0.056424
Epoch 4452
Loss = 2.2631e-02, PNorm = 333.2854, GNorm = 0.6148, lr_0 = 9.9709e-04
Validation prc-auc = 0.051167
Epoch 4453
Loss = 4.1836e-02, PNorm = 333.3212, GNorm = 2.9957, lr_0 = 9.9709e-04
Validation prc-auc = 0.044630
Epoch 4454
Loss = 2.8972e-02, PNorm = 333.3677, GNorm = 0.0773, lr_0 = 9.9709e-04
Validation prc-auc = 0.060264
Epoch 4455
Loss = 6.6169e-02, PNorm = 333.4039, GNorm = 1.5352, lr_0 = 9.9709e-04
Validation prc-auc = 0.066464
Epoch 4456
Loss = 1.7770e-02, PNorm = 333.4353, GNorm = 0.8123, lr_0 = 9.9709e-04
Validation prc-auc = 0.067507
Epoch 4457
Loss = 2.4247e-02, PNorm = 333.4610, GNorm = 1.3469, lr_0 = 9.9709e-04
Validation prc-auc = 0.068999
Epoch 4458
Loss = 1.9135e-02, PNorm = 333.4935, GNorm = 1.1419, lr_0 = 9.9709e-04
Validation prc-auc = 0.067459
Epoch 4459
Loss = 4.5537e-03, PNorm = 333.5374, GNorm = 0.1595, lr_0 = 9.9709e-04
Loss = 4.2398e-02, PNorm = 333.5882, GNorm = 0.9617, lr_0 = 9.9709e-04
Validation prc-auc = 0.057603
Epoch 4460
Loss = 4.3622e-02, PNorm = 333.6356, GNorm = 0.1262, lr_0 = 9.9709e-04
Validation prc-auc = 0.063030
Epoch 4461
Loss = 1.3673e-02, PNorm = 333.6729, GNorm = 0.1762, lr_0 = 9.9709e-04
Validation prc-auc = 0.058635
Epoch 4462
Loss = 2.7181e-02, PNorm = 333.7000, GNorm = 0.9563, lr_0 = 9.9708e-04
Validation prc-auc = 0.061727
Epoch 4463
Loss = 2.2818e-02, PNorm = 333.7231, GNorm = 0.0856, lr_0 = 9.9708e-04
Validation prc-auc = 0.059591
Epoch 4464
Loss = 2.4566e-02, PNorm = 333.7490, GNorm = 1.4102, lr_0 = 9.9708e-04
Validation prc-auc = 0.060990
Epoch 4465
Loss = 3.3784e-02, PNorm = 333.7736, GNorm = 0.0396, lr_0 = 9.9708e-04
Validation prc-auc = 0.056434
Epoch 4466
Loss = 1.1681e-02, PNorm = 333.8061, GNorm = 1.3873, lr_0 = 9.9708e-04
Validation prc-auc = 0.054654
Epoch 4467
Loss = 4.1225e-02, PNorm = 333.8486, GNorm = 3.6302, lr_0 = 9.9708e-04
Validation prc-auc = 0.048962
Epoch 4468
Loss = 1.3608e-02, PNorm = 333.8993, GNorm = 0.2270, lr_0 = 9.9708e-04
Validation prc-auc = 0.049760
Epoch 4469
Loss = 9.1956e-02, PNorm = 333.9409, GNorm = 4.5098, lr_0 = 9.9708e-04
Loss = 8.2109e-02, PNorm = 334.0166, GNorm = 0.9205, lr_0 = 9.9708e-04
Validation prc-auc = 0.059184
Epoch 4470
Loss = 4.0570e-02, PNorm = 334.1144, GNorm = 1.3977, lr_0 = 9.9708e-04
Validation prc-auc = 0.060698
Epoch 4471
Loss = 3.6171e-02, PNorm = 334.1864, GNorm = 0.8828, lr_0 = 9.9708e-04
Validation prc-auc = 0.062164
Epoch 4472
Loss = 1.3840e-02, PNorm = 334.2419, GNorm = 0.6906, lr_0 = 9.9708e-04
Validation prc-auc = 0.060825
Epoch 4473
Loss = 2.6413e-02, PNorm = 334.2808, GNorm = 0.3087, lr_0 = 9.9708e-04
Validation prc-auc = 0.058988
Epoch 4474
Loss = 7.8331e-02, PNorm = 334.3194, GNorm = 2.3195, lr_0 = 9.9708e-04
Validation prc-auc = 0.059961
Epoch 4475
Loss = 6.3757e-03, PNorm = 334.3723, GNorm = 0.7076, lr_0 = 9.9708e-04
Validation prc-auc = 0.067068
Epoch 4476
Loss = 3.8161e-02, PNorm = 334.4238, GNorm = 1.1249, lr_0 = 9.9707e-04
Validation prc-auc = 0.068297
Epoch 4477
Loss = 1.5723e-02, PNorm = 334.4872, GNorm = 1.7581, lr_0 = 9.9707e-04
Validation prc-auc = 0.064240
Epoch 4478
Loss = 2.3034e-02, PNorm = 334.5526, GNorm = 0.7246, lr_0 = 9.9707e-04
Validation prc-auc = 0.066638
Epoch 4479
Loss = 4.0123e-03, PNorm = 334.5994, GNorm = 0.2153, lr_0 = 9.9707e-04
Loss = 4.5157e-02, PNorm = 334.6403, GNorm = 2.2133, lr_0 = 9.9707e-04
Validation prc-auc = 0.056029
Epoch 4480
Loss = 2.5113e-02, PNorm = 334.6825, GNorm = 0.3135, lr_0 = 9.9707e-04
Validation prc-auc = 0.059266
Epoch 4481
Loss = 3.9683e-02, PNorm = 334.7220, GNorm = 1.6553, lr_0 = 9.9707e-04
Validation prc-auc = 0.057456
Epoch 4482
Loss = 4.4143e-02, PNorm = 334.7548, GNorm = 0.3646, lr_0 = 9.9707e-04
Validation prc-auc = 0.047335
Epoch 4483
Loss = 4.0871e-02, PNorm = 334.7806, GNorm = 0.1834, lr_0 = 9.9707e-04
Validation prc-auc = 0.049093
Epoch 4484
Loss = 5.8985e-02, PNorm = 334.8107, GNorm = 0.1959, lr_0 = 9.9707e-04
Validation prc-auc = 0.049330
Epoch 4485
Loss = 7.2169e-03, PNorm = 334.8404, GNorm = 0.1899, lr_0 = 9.9707e-04
Validation prc-auc = 0.041952
Epoch 4486
Loss = 4.1745e-02, PNorm = 334.8626, GNorm = 3.4342, lr_0 = 9.9707e-04
Validation prc-auc = 0.048005
Epoch 4487
Loss = 1.4886e-01, PNorm = 334.8906, GNorm = 9.0223, lr_0 = 9.9707e-04
Validation prc-auc = 0.047110
Epoch 4488
Loss = 2.3007e-03, PNorm = 334.9408, GNorm = 0.2140, lr_0 = 9.9707e-04
Validation prc-auc = 0.040117
Epoch 4489
Loss = 1.2118e-02, PNorm = 334.9925, GNorm = 0.5668, lr_0 = 9.9707e-04
Loss = 4.0950e-02, PNorm = 335.0295, GNorm = 0.6564, lr_0 = 9.9706e-04
Validation prc-auc = 0.034987
Epoch 4490
Loss = 1.7435e-02, PNorm = 335.0618, GNorm = 0.2326, lr_0 = 9.9706e-04
Validation prc-auc = 0.047115
Epoch 4491
Loss = 4.1834e-02, PNorm = 335.0933, GNorm = 0.5657, lr_0 = 9.9706e-04
Validation prc-auc = 0.050167
Epoch 4492
Loss = 2.9543e-02, PNorm = 335.1376, GNorm = 1.7491, lr_0 = 9.9706e-04
Validation prc-auc = 0.049764
Epoch 4493
Loss = 5.5507e-02, PNorm = 335.1738, GNorm = 0.2941, lr_0 = 9.9706e-04
Validation prc-auc = 0.054593
Epoch 4494
Loss = 2.3107e-02, PNorm = 335.2097, GNorm = 0.7959, lr_0 = 9.9706e-04
Validation prc-auc = 0.049365
Epoch 4495
Loss = 2.9040e-02, PNorm = 335.2364, GNorm = 2.0295, lr_0 = 9.9706e-04
Validation prc-auc = 0.045246
Epoch 4496
Loss = 3.2924e-02, PNorm = 335.2688, GNorm = 0.7652, lr_0 = 9.9706e-04
Validation prc-auc = 0.047856
Epoch 4497
Loss = 3.7718e-02, PNorm = 335.3058, GNorm = 0.3575, lr_0 = 9.9706e-04
Validation prc-auc = 0.048285
Epoch 4498
Loss = 3.6988e-03, PNorm = 335.3357, GNorm = 0.1317, lr_0 = 9.9706e-04
Validation prc-auc = 0.053779
Epoch 4499
Loss = 2.4512e-03, PNorm = 335.3645, GNorm = 0.0972, lr_0 = 9.9706e-04
Loss = 1.1074e-02, PNorm = 335.3903, GNorm = 0.4582, lr_0 = 9.9706e-04
Validation prc-auc = 0.053575
Epoch 4500
Loss = 7.4448e-03, PNorm = 335.4134, GNorm = 0.7404, lr_0 = 9.9706e-04
Validation prc-auc = 0.049280
Epoch 4501
Loss = 4.5259e-02, PNorm = 335.4343, GNorm = 3.0315, lr_0 = 9.9706e-04
Validation prc-auc = 0.052424
Epoch 4502
Loss = 3.5667e-02, PNorm = 335.4720, GNorm = 3.5605, lr_0 = 9.9705e-04
Validation prc-auc = 0.046535
Epoch 4503
Loss = 2.5893e-02, PNorm = 335.5218, GNorm = 0.0625, lr_0 = 9.9705e-04
Validation prc-auc = 0.029999
Epoch 4504
Loss = 1.3556e-02, PNorm = 335.5590, GNorm = 0.8543, lr_0 = 9.9705e-04
Validation prc-auc = 0.028508
Epoch 4505
Loss = 2.8155e-02, PNorm = 335.5874, GNorm = 0.1074, lr_0 = 9.9705e-04
Validation prc-auc = 0.036358
Epoch 4506
Loss = 5.7738e-02, PNorm = 335.6150, GNorm = 2.3454, lr_0 = 9.9705e-04
Validation prc-auc = 0.040529
Epoch 4507
Loss = 3.9881e-02, PNorm = 335.6474, GNorm = 1.9312, lr_0 = 9.9705e-04
Validation prc-auc = 0.043631
Epoch 4508
Loss = 1.2469e-02, PNorm = 335.6732, GNorm = 1.0903, lr_0 = 9.9705e-04
Validation prc-auc = 0.035405
Epoch 4509
Loss = 5.7046e-02, PNorm = 335.6998, GNorm = 2.2048, lr_0 = 9.9705e-04
Loss = 3.9604e-02, PNorm = 335.7309, GNorm = 0.8413, lr_0 = 9.9705e-04
Validation prc-auc = 0.026364
Epoch 4510
Loss = 4.3991e-02, PNorm = 335.7712, GNorm = 1.9338, lr_0 = 9.9705e-04
Validation prc-auc = 0.028912
Epoch 4511
Loss = 4.7303e-02, PNorm = 335.8215, GNorm = 2.7720, lr_0 = 9.9705e-04
Validation prc-auc = 0.022955
Epoch 4512
Loss = 1.5804e-02, PNorm = 335.8591, GNorm = 0.8534, lr_0 = 9.9705e-04
Validation prc-auc = 0.022477
Epoch 4513
Loss = 4.9966e-02, PNorm = 335.8928, GNorm = 0.1159, lr_0 = 9.9705e-04
Validation prc-auc = 0.028091
Epoch 4514
Loss = 1.0174e-02, PNorm = 335.9304, GNorm = 0.3799, lr_0 = 9.9705e-04
Validation prc-auc = 0.028084
Epoch 4515
Loss = 1.8887e-02, PNorm = 335.9646, GNorm = 0.2419, lr_0 = 9.9705e-04
Validation prc-auc = 0.029185
Epoch 4516
Loss = 1.2880e-02, PNorm = 336.0028, GNorm = 0.7324, lr_0 = 9.9704e-04
Validation prc-auc = 0.029548
Epoch 4517
Loss = 3.4043e-02, PNorm = 336.0340, GNorm = 0.6926, lr_0 = 9.9704e-04
Validation prc-auc = 0.036849
Epoch 4518
Loss = 8.7243e-02, PNorm = 336.0690, GNorm = 0.2275, lr_0 = 9.9704e-04
Validation prc-auc = 0.030117
Epoch 4519
Loss = 7.9690e-03, PNorm = 336.1068, GNorm = 0.9030, lr_0 = 9.9704e-04
Loss = 3.9352e-02, PNorm = 336.1357, GNorm = 0.7047, lr_0 = 9.9704e-04
Validation prc-auc = 0.031558
Epoch 4520
Loss = 3.1053e-02, PNorm = 336.1662, GNorm = 1.3405, lr_0 = 9.9704e-04
Validation prc-auc = 0.035807
Epoch 4521
Loss = 4.9518e-02, PNorm = 336.2106, GNorm = 0.1626, lr_0 = 9.9704e-04
Validation prc-auc = 0.033706
Epoch 4522
Loss = 4.1247e-02, PNorm = 336.2543, GNorm = 0.7976, lr_0 = 9.9704e-04
Validation prc-auc = 0.034470
Epoch 4523
Loss = 4.4954e-02, PNorm = 336.2925, GNorm = 3.0092, lr_0 = 9.9704e-04
Validation prc-auc = 0.036914
Epoch 4524
Loss = 6.6382e-02, PNorm = 336.3444, GNorm = 0.3872, lr_0 = 9.9704e-04
Validation prc-auc = 0.037438
Epoch 4525
Loss = 1.9981e-02, PNorm = 336.4093, GNorm = 0.9899, lr_0 = 9.9704e-04
Validation prc-auc = 0.035302
Epoch 4526
Loss = 1.1892e-02, PNorm = 336.4627, GNorm = 0.2836, lr_0 = 9.9704e-04
Validation prc-auc = 0.038853
Epoch 4527
Loss = 4.3661e-02, PNorm = 336.5071, GNorm = 2.0526, lr_0 = 9.9704e-04
Validation prc-auc = 0.041894
Epoch 4528
Loss = 6.8018e-02, PNorm = 336.5562, GNorm = 1.1877, lr_0 = 9.9704e-04
Validation prc-auc = 0.045411
Epoch 4529
Loss = 8.9004e-02, PNorm = 336.6041, GNorm = 1.8126, lr_0 = 9.9703e-04
Loss = 2.9791e-02, PNorm = 336.6566, GNorm = 0.6654, lr_0 = 9.9703e-04
Validation prc-auc = 0.043169
Epoch 4530
Loss = 3.4097e-02, PNorm = 336.7024, GNorm = 0.0826, lr_0 = 9.9703e-04
Validation prc-auc = 0.042590
Epoch 4531
Loss = 1.8738e-02, PNorm = 336.7371, GNorm = 0.1336, lr_0 = 9.9703e-04
Validation prc-auc = 0.044059
Epoch 4532
Loss = 2.7799e-02, PNorm = 336.7702, GNorm = 0.8926, lr_0 = 9.9703e-04
Validation prc-auc = 0.042190
Epoch 4533
Loss = 1.8051e-02, PNorm = 336.8048, GNorm = 0.0588, lr_0 = 9.9703e-04
Validation prc-auc = 0.043520
Epoch 4534
Loss = 4.6180e-02, PNorm = 336.8451, GNorm = 0.6612, lr_0 = 9.9703e-04
Validation prc-auc = 0.056774
Epoch 4535
Loss = 5.6900e-02, PNorm = 336.8841, GNorm = 1.8270, lr_0 = 9.9703e-04
Validation prc-auc = 0.061251
Epoch 4536
Loss = 2.5221e-03, PNorm = 336.9237, GNorm = 0.3357, lr_0 = 9.9703e-04
Validation prc-auc = 0.057039
Epoch 4537
Loss = 2.0756e-02, PNorm = 336.9639, GNorm = 0.0225, lr_0 = 9.9703e-04
Validation prc-auc = 0.057454
Epoch 4538
Loss = 4.2232e-02, PNorm = 337.0146, GNorm = 0.1037, lr_0 = 9.9703e-04
Validation prc-auc = 0.046665
Epoch 4539
Loss = 9.6020e-04, PNorm = 337.0680, GNorm = 0.0393, lr_0 = 9.9703e-04
Loss = 5.1855e-02, PNorm = 337.1243, GNorm = 0.6721, lr_0 = 9.9703e-04
Validation prc-auc = 0.047784
Epoch 4540
Loss = 2.8212e-02, PNorm = 337.1744, GNorm = 1.5161, lr_0 = 9.9703e-04
Validation prc-auc = 0.052155
Epoch 4541
Loss = 3.9623e-02, PNorm = 337.2171, GNorm = 3.3216, lr_0 = 9.9703e-04
Validation prc-auc = 0.049043
Epoch 4542
Loss = 5.5484e-02, PNorm = 337.2600, GNorm = 0.7565, lr_0 = 9.9702e-04
Validation prc-auc = 0.056062
Epoch 4543
Loss = 3.8392e-02, PNorm = 337.3073, GNorm = 1.0849, lr_0 = 9.9702e-04
Validation prc-auc = 0.064235
Epoch 4544
Loss = 2.6288e-02, PNorm = 337.3517, GNorm = 1.3553, lr_0 = 9.9702e-04
Validation prc-auc = 0.054542
Epoch 4545
Loss = 3.2327e-02, PNorm = 337.3914, GNorm = 2.1883, lr_0 = 9.9702e-04
Validation prc-auc = 0.054595
Epoch 4546
Loss = 5.3311e-03, PNorm = 337.4342, GNorm = 0.0631, lr_0 = 9.9702e-04
Validation prc-auc = 0.069226
Epoch 4547
Loss = 1.2820e-02, PNorm = 337.4711, GNorm = 0.3362, lr_0 = 9.9702e-04
Validation prc-auc = 0.069549
Epoch 4548
Loss = 1.8984e-02, PNorm = 337.4989, GNorm = 1.2540, lr_0 = 9.9702e-04
Validation prc-auc = 0.047470
Epoch 4549
Loss = 3.2282e-03, PNorm = 337.5373, GNorm = 0.1137, lr_0 = 9.9702e-04
Loss = 2.4614e-02, PNorm = 337.5764, GNorm = 0.2244, lr_0 = 9.9702e-04
Validation prc-auc = 0.056704
Epoch 4550
Loss = 2.6612e-02, PNorm = 337.6168, GNorm = 1.0595, lr_0 = 9.9702e-04
Validation prc-auc = 0.076435
Epoch 4551
Loss = 3.4705e-02, PNorm = 337.6658, GNorm = 0.7545, lr_0 = 9.9702e-04
Validation prc-auc = 0.079908
Epoch 4552
Loss = 4.3134e-02, PNorm = 337.7226, GNorm = 2.2398, lr_0 = 9.9702e-04
Validation prc-auc = 0.088644
Epoch 4553
Loss = 5.1551e-02, PNorm = 337.7725, GNorm = 1.6072, lr_0 = 9.9702e-04
Validation prc-auc = 0.090551
Epoch 4554
Loss = 2.5914e-02, PNorm = 337.8072, GNorm = 0.2847, lr_0 = 9.9702e-04
Validation prc-auc = 0.084004
Epoch 4555
Loss = 3.2926e-02, PNorm = 337.8371, GNorm = 1.2013, lr_0 = 9.9701e-04
Validation prc-auc = 0.077873
Epoch 4556
Loss = 9.7236e-03, PNorm = 337.8675, GNorm = 1.2782, lr_0 = 9.9701e-04
Validation prc-auc = 0.083746
Epoch 4557
Loss = 9.5012e-03, PNorm = 337.9067, GNorm = 1.2006, lr_0 = 9.9701e-04
Validation prc-auc = 0.072764
Epoch 4558
Loss = 6.5811e-03, PNorm = 337.9538, GNorm = 0.8000, lr_0 = 9.9701e-04
Validation prc-auc = 0.069645
Epoch 4559
Loss = 3.4747e-03, PNorm = 337.9926, GNorm = 0.1131, lr_0 = 9.9701e-04
Loss = 2.6386e-02, PNorm = 338.0246, GNorm = 0.2219, lr_0 = 9.9701e-04
Validation prc-auc = 0.068604
Epoch 4560
Loss = 3.7289e-02, PNorm = 338.0588, GNorm = 1.2912, lr_0 = 9.9701e-04
Validation prc-auc = 0.064121
Epoch 4561
Loss = 2.4299e-02, PNorm = 338.0975, GNorm = 0.4273, lr_0 = 9.9701e-04
Validation prc-auc = 0.056803
Epoch 4562
Loss = 4.2350e-02, PNorm = 338.1382, GNorm = 2.0883, lr_0 = 9.9701e-04
Validation prc-auc = 0.058753
Epoch 4563
Loss = 4.5285e-02, PNorm = 338.1808, GNorm = 0.8668, lr_0 = 9.9701e-04
Validation prc-auc = 0.056093
Epoch 4564
Loss = 4.4996e-02, PNorm = 338.2276, GNorm = 0.1530, lr_0 = 9.9701e-04
Validation prc-auc = 0.058838
Epoch 4565
Loss = 2.1020e-02, PNorm = 338.2629, GNorm = 1.0791, lr_0 = 9.9701e-04
Validation prc-auc = 0.064404
Epoch 4566
Loss = 3.2192e-02, PNorm = 338.2944, GNorm = 0.5180, lr_0 = 9.9701e-04
Validation prc-auc = 0.070629
Epoch 4567
Loss = 2.9734e-02, PNorm = 338.3301, GNorm = 0.9720, lr_0 = 9.9701e-04
Validation prc-auc = 0.076219
Epoch 4568
Loss = 6.8805e-03, PNorm = 338.3602, GNorm = 0.6904, lr_0 = 9.9701e-04
Validation prc-auc = 0.069409
Epoch 4569
Loss = 1.0834e-02, PNorm = 338.3836, GNorm = 0.4988, lr_0 = 9.9700e-04
Loss = 3.2278e-02, PNorm = 338.4029, GNorm = 1.0950, lr_0 = 9.9700e-04
Validation prc-auc = 0.064152
Epoch 4570
Loss = 2.9226e-02, PNorm = 338.4267, GNorm = 1.4789, lr_0 = 9.9700e-04
Validation prc-auc = 0.060933
Epoch 4571
Loss = 4.4956e-02, PNorm = 338.4535, GNorm = 0.2039, lr_0 = 9.9700e-04
Validation prc-auc = 0.045619
Epoch 4572
Loss = 4.5762e-02, PNorm = 338.4822, GNorm = 1.0554, lr_0 = 9.9700e-04
Validation prc-auc = 0.032813
Epoch 4573
Loss = 5.1816e-02, PNorm = 338.5100, GNorm = 1.6913, lr_0 = 9.9700e-04
Validation prc-auc = 0.035668
Epoch 4574
Loss = 3.5679e-02, PNorm = 338.5435, GNorm = 2.3005, lr_0 = 9.9700e-04
Validation prc-auc = 0.039389
Epoch 4575
Loss = 6.7248e-02, PNorm = 338.5714, GNorm = 0.4639, lr_0 = 9.9700e-04
Validation prc-auc = 0.039441
Epoch 4576
Loss = 1.6549e-02, PNorm = 338.6064, GNorm = 0.1250, lr_0 = 9.9700e-04
Validation prc-auc = 0.041856
Epoch 4577
Loss = 5.3548e-02, PNorm = 338.6346, GNorm = 0.4451, lr_0 = 9.9700e-04
Validation prc-auc = 0.044239
Epoch 4578
Loss = 3.3351e-02, PNorm = 338.6587, GNorm = 1.4856, lr_0 = 9.9700e-04
Validation prc-auc = 0.046006
Epoch 4579
Loss = 6.4835e-03, PNorm = 338.6768, GNorm = 0.2265, lr_0 = 9.9700e-04
Loss = 3.7718e-02, PNorm = 338.7022, GNorm = 0.5029, lr_0 = 9.9700e-04
Validation prc-auc = 0.035574
Epoch 4580
Loss = 3.3541e-02, PNorm = 338.7239, GNorm = 1.8772, lr_0 = 9.9700e-04
Validation prc-auc = 0.034041
Epoch 4581
Loss = 4.6054e-02, PNorm = 338.7424, GNorm = 1.7268, lr_0 = 9.9700e-04
Validation prc-auc = 0.041043
Epoch 4582
Loss = 2.7384e-02, PNorm = 338.7706, GNorm = 0.2820, lr_0 = 9.9699e-04
Validation prc-auc = 0.041614
Epoch 4583
Loss = 2.5578e-02, PNorm = 338.8015, GNorm = 0.2272, lr_0 = 9.9699e-04
Validation prc-auc = 0.046285
Epoch 4584
Loss = 1.8057e-02, PNorm = 338.8300, GNorm = 0.1114, lr_0 = 9.9699e-04
Validation prc-auc = 0.045509
Epoch 4585
Loss = 7.3067e-03, PNorm = 338.8548, GNorm = 0.2619, lr_0 = 9.9699e-04
Validation prc-auc = 0.043737
Epoch 4586
Loss = 4.2968e-02, PNorm = 338.8760, GNorm = 3.0602, lr_0 = 9.9699e-04
Validation prc-auc = 0.044156
Epoch 4587
Loss = 1.3346e-02, PNorm = 338.9043, GNorm = 0.0456, lr_0 = 9.9699e-04
Validation prc-auc = 0.050586
Epoch 4588
Loss = 7.7458e-03, PNorm = 338.9388, GNorm = 0.4747, lr_0 = 9.9699e-04
Validation prc-auc = 0.053085
Epoch 4589
Loss = 4.3191e-03, PNorm = 338.9631, GNorm = 0.2332, lr_0 = 9.9699e-04
Loss = 1.8881e-02, PNorm = 338.9896, GNorm = 0.1125, lr_0 = 9.9699e-04
Validation prc-auc = 0.054534
Epoch 4590
Loss = 1.9763e-02, PNorm = 339.0245, GNorm = 0.0797, lr_0 = 9.9699e-04
Validation prc-auc = 0.049694
Epoch 4591
Loss = 2.3847e-02, PNorm = 339.0572, GNorm = 0.2387, lr_0 = 9.9699e-04
Validation prc-auc = 0.041401
Epoch 4592
Loss = 5.5733e-02, PNorm = 339.0881, GNorm = 0.1011, lr_0 = 9.9699e-04
Validation prc-auc = 0.042282
Epoch 4593
Loss = 5.0026e-02, PNorm = 339.1160, GNorm = 0.3251, lr_0 = 9.9699e-04
Validation prc-auc = 0.041457
Epoch 4594
Loss = 3.1200e-02, PNorm = 339.1415, GNorm = 0.5872, lr_0 = 9.9699e-04
Validation prc-auc = 0.037785
Epoch 4595
Loss = 2.5655e-02, PNorm = 339.1729, GNorm = 0.1981, lr_0 = 9.9698e-04
Validation prc-auc = 0.036523
Epoch 4596
Loss = 8.0034e-02, PNorm = 339.2028, GNorm = 1.3518, lr_0 = 9.9698e-04
Validation prc-auc = 0.037313
Epoch 4597
Loss = 8.7295e-03, PNorm = 339.2467, GNorm = 0.5323, lr_0 = 9.9698e-04
Validation prc-auc = 0.037235
Epoch 4598
Loss = 4.2877e-02, PNorm = 339.2829, GNorm = 1.0585, lr_0 = 9.9698e-04
Validation prc-auc = 0.038848
Epoch 4599
Loss = 2.9408e-03, PNorm = 339.3167, GNorm = 0.1519, lr_0 = 9.9698e-04
Loss = 7.7430e-02, PNorm = 339.3502, GNorm = 5.9360, lr_0 = 9.9698e-04
Validation prc-auc = 0.031812
Epoch 4600
Loss = 3.3643e-02, PNorm = 339.3843, GNorm = 0.1801, lr_0 = 9.9698e-04
Validation prc-auc = 0.030497
Epoch 4601
Loss = 1.1133e-02, PNorm = 339.4173, GNorm = 0.6290, lr_0 = 9.9698e-04
Validation prc-auc = 0.036937
Epoch 4602
Loss = 3.2606e-02, PNorm = 339.4412, GNorm = 1.2488, lr_0 = 9.9698e-04
Validation prc-auc = 0.031624
Epoch 4603
Loss = 2.6083e-02, PNorm = 339.4651, GNorm = 0.1796, lr_0 = 9.9698e-04
Validation prc-auc = 0.023885
Epoch 4604
Loss = 7.8540e-03, PNorm = 339.4861, GNorm = 0.2977, lr_0 = 9.9698e-04
Validation prc-auc = 0.020909
Epoch 4605
Loss = 4.7049e-02, PNorm = 339.5049, GNorm = 1.6268, lr_0 = 9.9698e-04
Validation prc-auc = 0.022708
Epoch 4606
Loss = 3.3781e-02, PNorm = 339.5346, GNorm = 2.1391, lr_0 = 9.9698e-04
Validation prc-auc = 0.024892
Epoch 4607
Loss = 4.9183e-02, PNorm = 339.5741, GNorm = 0.9534, lr_0 = 9.9698e-04
Validation prc-auc = 0.029301
Epoch 4608
Loss = 6.5869e-03, PNorm = 339.6153, GNorm = 0.4830, lr_0 = 9.9698e-04
Validation prc-auc = 0.037043
Epoch 4609
Loss = 4.9435e-02, PNorm = 339.6496, GNorm = 1.7113, lr_0 = 9.9697e-04
Loss = 3.4666e-02, PNorm = 339.6875, GNorm = 1.4551, lr_0 = 9.9697e-04
Validation prc-auc = 0.039830
Epoch 4610
Loss = 3.8691e-02, PNorm = 339.7233, GNorm = 0.7362, lr_0 = 9.9697e-04
Validation prc-auc = 0.044575
Epoch 4611
Loss = 6.2828e-02, PNorm = 339.7752, GNorm = 2.0108, lr_0 = 9.9697e-04
Validation prc-auc = 0.042382
Epoch 4612
Loss = 4.5944e-02, PNorm = 339.8253, GNorm = 2.7292, lr_0 = 9.9697e-04
Validation prc-auc = 0.036495
Epoch 4613
Loss = 2.5534e-02, PNorm = 339.8688, GNorm = 0.2865, lr_0 = 9.9697e-04
Validation prc-auc = 0.030317
Epoch 4614
Loss = 1.4882e-02, PNorm = 339.8997, GNorm = 1.9629, lr_0 = 9.9697e-04
Validation prc-auc = 0.029845
Epoch 4615
Loss = 5.8687e-03, PNorm = 339.9326, GNorm = 0.1492, lr_0 = 9.9697e-04
Validation prc-auc = 0.035078
Epoch 4616
Loss = 1.9148e-02, PNorm = 339.9586, GNorm = 0.4911, lr_0 = 9.9697e-04
Validation prc-auc = 0.031954
Epoch 4617
Loss = 2.6189e-02, PNorm = 339.9882, GNorm = 2.4985, lr_0 = 9.9697e-04
Validation prc-auc = 0.034023
Epoch 4618
Loss = 2.8398e-02, PNorm = 340.0270, GNorm = 0.4190, lr_0 = 9.9697e-04
Validation prc-auc = 0.033388
Epoch 4619
Loss = 6.0518e-03, PNorm = 340.0643, GNorm = 0.1756, lr_0 = 9.9697e-04
Loss = 3.7268e-02, PNorm = 340.0984, GNorm = 0.1313, lr_0 = 9.9697e-04
Validation prc-auc = 0.032887
Epoch 4620
Loss = 1.7675e-02, PNorm = 340.1347, GNorm = 1.1863, lr_0 = 9.9697e-04
Validation prc-auc = 0.031994
Epoch 4621
Loss = 1.8175e-02, PNorm = 340.1601, GNorm = 0.7150, lr_0 = 9.9696e-04
Validation prc-auc = 0.032326
Epoch 4622
Loss = 2.4617e-02, PNorm = 340.1858, GNorm = 1.4125, lr_0 = 9.9696e-04
Validation prc-auc = 0.033284
Epoch 4623
Loss = 6.5200e-02, PNorm = 340.2088, GNorm = 0.1510, lr_0 = 9.9696e-04
Validation prc-auc = 0.028918
Epoch 4624
Loss = 3.3537e-02, PNorm = 340.2346, GNorm = 0.6658, lr_0 = 9.9696e-04
Validation prc-auc = 0.026878
Epoch 4625
Loss = 5.7031e-02, PNorm = 340.2667, GNorm = 1.8196, lr_0 = 9.9696e-04
Validation prc-auc = 0.028461
Epoch 4626
Loss = 4.3166e-02, PNorm = 340.2981, GNorm = 1.4612, lr_0 = 9.9696e-04
Validation prc-auc = 0.029505
Epoch 4627
Loss = 3.5600e-02, PNorm = 340.3219, GNorm = 0.1857, lr_0 = 9.9696e-04
Validation prc-auc = 0.030360
Epoch 4628
Loss = 1.4838e-02, PNorm = 340.3556, GNorm = 0.9690, lr_0 = 9.9696e-04
Validation prc-auc = 0.031190
Epoch 4629
Loss = 1.8685e-02, PNorm = 340.3924, GNorm = 0.8703, lr_0 = 9.9696e-04
Loss = 2.9937e-02, PNorm = 340.4252, GNorm = 0.3598, lr_0 = 9.9696e-04
Validation prc-auc = 0.037537
Epoch 4630
Loss = 3.6005e-02, PNorm = 340.4557, GNorm = 2.1998, lr_0 = 9.9696e-04
Validation prc-auc = 0.036947
Epoch 4631
Loss = 2.4501e-02, PNorm = 340.4926, GNorm = 1.2219, lr_0 = 9.9696e-04
Validation prc-auc = 0.030638
Epoch 4632
Loss = 2.3800e-02, PNorm = 340.5287, GNorm = 0.5870, lr_0 = 9.9696e-04
Validation prc-auc = 0.028350
Epoch 4633
Loss = 8.2495e-03, PNorm = 340.5590, GNorm = 0.5525, lr_0 = 9.9696e-04
Validation prc-auc = 0.033321
Epoch 4634
Loss = 2.6161e-02, PNorm = 340.5806, GNorm = 2.5797, lr_0 = 9.9696e-04
Validation prc-auc = 0.036290
Epoch 4635
Loss = 2.3200e-02, PNorm = 340.6099, GNorm = 0.1618, lr_0 = 9.9695e-04
Validation prc-auc = 0.032920
Epoch 4636
Loss = 1.1110e-02, PNorm = 340.6426, GNorm = 0.3812, lr_0 = 9.9695e-04
Validation prc-auc = 0.034950
Epoch 4637
Loss = 3.2199e-02, PNorm = 340.6717, GNorm = 0.2122, lr_0 = 9.9695e-04
Validation prc-auc = 0.035590
Epoch 4638
Loss = 6.9941e-03, PNorm = 340.7023, GNorm = 0.6496, lr_0 = 9.9695e-04
Validation prc-auc = 0.034583
Epoch 4639
Loss = 3.4147e-03, PNorm = 340.7255, GNorm = 0.1181, lr_0 = 9.9695e-04
Loss = 3.0726e-02, PNorm = 340.7534, GNorm = 0.1752, lr_0 = 9.9695e-04
Validation prc-auc = 0.033862
Epoch 4640
Loss = 2.2519e-02, PNorm = 340.7805, GNorm = 0.5059, lr_0 = 9.9695e-04
Validation prc-auc = 0.029007
Epoch 4641
Loss = 2.4622e-02, PNorm = 340.8171, GNorm = 0.0500, lr_0 = 9.9695e-04
Validation prc-auc = 0.034841
Epoch 4642
Loss = 2.1150e-02, PNorm = 340.8551, GNorm = 0.0641, lr_0 = 9.9695e-04
Validation prc-auc = 0.034353
Epoch 4643
Loss = 8.1097e-02, PNorm = 340.8912, GNorm = 1.3367, lr_0 = 9.9695e-04
Validation prc-auc = 0.028249
Epoch 4644
Loss = 1.8268e-02, PNorm = 340.9388, GNorm = 0.2896, lr_0 = 9.9695e-04
Validation prc-auc = 0.034067
Epoch 4645
Loss = 7.1875e-02, PNorm = 340.9917, GNorm = 0.2694, lr_0 = 9.9695e-04
Validation prc-auc = 0.029754
Epoch 4646
Loss = 8.3122e-02, PNorm = 341.0475, GNorm = 0.7793, lr_0 = 9.9695e-04
Validation prc-auc = 0.030230
Epoch 4647
Loss = 7.3811e-02, PNorm = 341.0962, GNorm = 1.6130, lr_0 = 9.9695e-04
Validation prc-auc = 0.024919
Epoch 4648
Loss = 7.0244e-02, PNorm = 341.1384, GNorm = 0.9234, lr_0 = 9.9694e-04
Validation prc-auc = 0.024615
Epoch 4649
Loss = 1.1788e-02, PNorm = 341.1913, GNorm = 0.5012, lr_0 = 9.9694e-04
Loss = 4.2843e-02, PNorm = 341.2482, GNorm = 0.3198, lr_0 = 9.9694e-04
Validation prc-auc = 0.026286
Epoch 4650
Loss = 2.4251e-02, PNorm = 341.2994, GNorm = 0.1896, lr_0 = 9.9694e-04
Validation prc-auc = 0.026710
Epoch 4651
Loss = 7.0962e-02, PNorm = 341.3439, GNorm = 1.7484, lr_0 = 9.9694e-04
Validation prc-auc = 0.028391
Epoch 4652
Loss = 6.1492e-02, PNorm = 341.3855, GNorm = 3.4755, lr_0 = 9.9694e-04
Validation prc-auc = 0.028566
Epoch 4653
Loss = 4.4711e-02, PNorm = 341.4350, GNorm = 1.2615, lr_0 = 9.9694e-04
Validation prc-auc = 0.031125
Epoch 4654
Loss = 2.6314e-02, PNorm = 341.4780, GNorm = 2.1681, lr_0 = 9.9694e-04
Validation prc-auc = 0.037989
Epoch 4655
Loss = 2.5011e-02, PNorm = 341.5173, GNorm = 0.0890, lr_0 = 9.9694e-04
Validation prc-auc = 0.034024
Epoch 4656
Loss = 3.6091e-02, PNorm = 341.5460, GNorm = 0.4415, lr_0 = 9.9694e-04
Validation prc-auc = 0.031688
Epoch 4657
Loss = 8.4698e-02, PNorm = 341.5753, GNorm = 2.3312, lr_0 = 9.9694e-04
Validation prc-auc = 0.024143
Epoch 4658
Loss = 6.5684e-02, PNorm = 341.6170, GNorm = 1.3068, lr_0 = 9.9694e-04
Validation prc-auc = 0.026451
Epoch 4659
Loss = 1.1751e-02, PNorm = 341.6590, GNorm = 0.5097, lr_0 = 9.9694e-04
Loss = 2.1953e-02, PNorm = 341.7028, GNorm = 0.2800, lr_0 = 9.9694e-04
Validation prc-auc = 0.030639
Epoch 4660
Loss = 7.1519e-02, PNorm = 341.7477, GNorm = 0.2591, lr_0 = 9.9694e-04
Validation prc-auc = 0.023260
Epoch 4661
Loss = 1.9672e-02, PNorm = 341.7925, GNorm = 0.1845, lr_0 = 9.9693e-04
Validation prc-auc = 0.023904
Epoch 4662
Loss = 4.1510e-02, PNorm = 341.8239, GNorm = 0.4844, lr_0 = 9.9693e-04
Validation prc-auc = 0.032617
Epoch 4663
Loss = 2.0406e-02, PNorm = 341.8468, GNorm = 0.9148, lr_0 = 9.9693e-04
Validation prc-auc = 0.026059
Epoch 4664
Loss = 4.6617e-02, PNorm = 341.8626, GNorm = 0.1599, lr_0 = 9.9693e-04
Validation prc-auc = 0.027929
Epoch 4665
Loss = 2.2542e-02, PNorm = 341.8794, GNorm = 0.0614, lr_0 = 9.9693e-04
Validation prc-auc = 0.031008
Epoch 4666
Loss = 7.7236e-03, PNorm = 341.8967, GNorm = 1.0036, lr_0 = 9.9693e-04
Validation prc-auc = 0.034478
Epoch 4667
Loss = 1.2927e-02, PNorm = 341.9139, GNorm = 0.8081, lr_0 = 9.9693e-04
Validation prc-auc = 0.041918
Epoch 4668
Loss = 8.4872e-03, PNorm = 341.9360, GNorm = 0.5663, lr_0 = 9.9693e-04
Validation prc-auc = 0.050696
Epoch 4669
Loss = 2.1944e-02, PNorm = 341.9563, GNorm = 1.9028, lr_0 = 9.9693e-04
Loss = 4.3355e-02, PNorm = 341.9754, GNorm = 3.2242, lr_0 = 9.9693e-04
Validation prc-auc = 0.047385
Epoch 4670
Loss = 2.7198e-02, PNorm = 342.0089, GNorm = 0.8980, lr_0 = 9.9693e-04
Validation prc-auc = 0.061286
Epoch 4671
Loss = 2.7577e-02, PNorm = 342.0423, GNorm = 1.0318, lr_0 = 9.9693e-04
Validation prc-auc = 0.056008
Epoch 4672
Loss = 3.7832e-02, PNorm = 342.0802, GNorm = 2.3723, lr_0 = 9.9693e-04
Validation prc-auc = 0.048937
Epoch 4673
Loss = 3.4645e-02, PNorm = 342.1277, GNorm = 0.0754, lr_0 = 9.9693e-04
Validation prc-auc = 0.044504
Epoch 4674
Loss = 1.1481e-02, PNorm = 342.1605, GNorm = 0.1142, lr_0 = 9.9692e-04
Validation prc-auc = 0.044624
Epoch 4675
Loss = 4.9811e-02, PNorm = 342.1933, GNorm = 0.0540, lr_0 = 9.9692e-04
Validation prc-auc = 0.045464
Epoch 4676
Loss = 2.3236e-02, PNorm = 342.2323, GNorm = 1.4470, lr_0 = 9.9692e-04
Validation prc-auc = 0.047225
Epoch 4677
Loss = 1.8214e-02, PNorm = 342.2698, GNorm = 0.6652, lr_0 = 9.9692e-04
Validation prc-auc = 0.046837
Epoch 4678
Loss = 1.6974e-02, PNorm = 342.3177, GNorm = 0.2858, lr_0 = 9.9692e-04
Validation prc-auc = 0.048091
Epoch 4679
Loss = 6.9448e-03, PNorm = 342.3698, GNorm = 0.3177, lr_0 = 9.9692e-04
Loss = 2.4293e-02, PNorm = 342.4117, GNorm = 0.1236, lr_0 = 9.9692e-04
Validation prc-auc = 0.048630
Epoch 4680
Loss = 3.4021e-02, PNorm = 342.4406, GNorm = 0.1214, lr_0 = 9.9692e-04
Validation prc-auc = 0.045430
Epoch 4681
Loss = 4.0355e-02, PNorm = 342.4789, GNorm = 4.0779, lr_0 = 9.9692e-04
Validation prc-auc = 0.052855
Epoch 4682
Loss = 4.6951e-02, PNorm = 342.5389, GNorm = 0.2213, lr_0 = 9.9692e-04
Validation prc-auc = 0.052018
Epoch 4683
Loss = 4.2650e-02, PNorm = 342.6012, GNorm = 0.2127, lr_0 = 9.9692e-04
Validation prc-auc = 0.047722
Epoch 4684
Loss = 4.2523e-02, PNorm = 342.6466, GNorm = 0.8612, lr_0 = 9.9692e-04
Validation prc-auc = 0.046772
Epoch 4685
Loss = 2.9150e-02, PNorm = 342.6860, GNorm = 1.0800, lr_0 = 9.9692e-04
Validation prc-auc = 0.045643
Epoch 4686
Loss = 3.2372e-02, PNorm = 342.7203, GNorm = 0.7015, lr_0 = 9.9692e-04
Validation prc-auc = 0.046294
Epoch 4687
Loss = 1.7707e-02, PNorm = 342.7541, GNorm = 0.7320, lr_0 = 9.9692e-04
Validation prc-auc = 0.045514
Epoch 4688
Loss = 5.6175e-02, PNorm = 342.7924, GNorm = 1.2914, lr_0 = 9.9691e-04
Validation prc-auc = 0.047287
Epoch 4689
Loss = 4.5944e-02, PNorm = 342.8414, GNorm = 0.9325, lr_0 = 9.9691e-04
Loss = 4.1547e-02, PNorm = 342.8873, GNorm = 0.1981, lr_0 = 9.9691e-04
Validation prc-auc = 0.047612
Epoch 4690
Loss = 3.2776e-02, PNorm = 342.9322, GNorm = 2.3550, lr_0 = 9.9691e-04
Validation prc-auc = 0.043787
Epoch 4691
Loss = 2.3803e-02, PNorm = 342.9722, GNorm = 1.4319, lr_0 = 9.9691e-04
Validation prc-auc = 0.034198
Epoch 4692
Loss = 5.8958e-02, PNorm = 343.0167, GNorm = 2.6596, lr_0 = 9.9691e-04
Validation prc-auc = 0.028341
Epoch 4693
Loss = 3.0149e-02, PNorm = 343.0682, GNorm = 1.0178, lr_0 = 9.9691e-04
Validation prc-auc = 0.032006
Epoch 4694
Loss = 3.3777e-02, PNorm = 343.1137, GNorm = 0.8877, lr_0 = 9.9691e-04
Validation prc-auc = 0.042312
Epoch 4695
Loss = 9.0499e-03, PNorm = 343.1515, GNorm = 0.1647, lr_0 = 9.9691e-04
Validation prc-auc = 0.045123
Epoch 4696
Loss = 4.8278e-02, PNorm = 343.1874, GNorm = 0.2259, lr_0 = 9.9691e-04
Validation prc-auc = 0.037289
Epoch 4697
Loss = 2.2696e-02, PNorm = 343.2308, GNorm = 1.2625, lr_0 = 9.9691e-04
Validation prc-auc = 0.043387
Epoch 4698
Loss = 1.7691e-02, PNorm = 343.2629, GNorm = 0.0800, lr_0 = 9.9691e-04
Validation prc-auc = 0.037092
Epoch 4699
Loss = 5.6312e-02, PNorm = 343.2939, GNorm = 1.2239, lr_0 = 9.9691e-04
Loss = 3.9346e-02, PNorm = 343.3338, GNorm = 1.6538, lr_0 = 9.9691e-04
Validation prc-auc = 0.036175
Epoch 4700
Loss = 3.7739e-02, PNorm = 343.3733, GNorm = 1.8597, lr_0 = 9.9691e-04
Validation prc-auc = 0.043608
Epoch 4701
Loss = 2.4497e-02, PNorm = 343.4105, GNorm = 0.3971, lr_0 = 9.9690e-04
Validation prc-auc = 0.044865
Epoch 4702
Loss = 9.6695e-03, PNorm = 343.4375, GNorm = 0.0590, lr_0 = 9.9690e-04
Validation prc-auc = 0.045051
Epoch 4703
Loss = 4.2374e-02, PNorm = 343.4633, GNorm = 1.1035, lr_0 = 9.9690e-04
Validation prc-auc = 0.041904
Epoch 4704
Loss = 1.3668e-02, PNorm = 343.4942, GNorm = 0.2308, lr_0 = 9.9690e-04
Validation prc-auc = 0.043498
Epoch 4705
Loss = 2.0742e-02, PNorm = 343.5204, GNorm = 0.8379, lr_0 = 9.9690e-04
Validation prc-auc = 0.046917
Epoch 4706
Loss = 6.8436e-02, PNorm = 343.5505, GNorm = 3.6453, lr_0 = 9.9690e-04
Validation prc-auc = 0.040717
Epoch 4707
Loss = 3.6776e-03, PNorm = 343.5924, GNorm = 0.0441, lr_0 = 9.9690e-04
Validation prc-auc = 0.038164
Epoch 4708
Loss = 1.4694e-02, PNorm = 343.6285, GNorm = 0.8211, lr_0 = 9.9690e-04
Validation prc-auc = 0.037676
Epoch 4709
Loss = 2.7496e-03, PNorm = 343.6548, GNorm = 0.0949, lr_0 = 9.9690e-04
Loss = 1.6557e-02, PNorm = 343.6748, GNorm = 0.1724, lr_0 = 9.9690e-04
Validation prc-auc = 0.035814
Epoch 4710
Loss = 4.2792e-02, PNorm = 343.7006, GNorm = 0.0892, lr_0 = 9.9690e-04
Validation prc-auc = 0.038106
Epoch 4711
Loss = 1.7439e-02, PNorm = 343.7311, GNorm = 1.4131, lr_0 = 9.9690e-04
Validation prc-auc = 0.029397
Epoch 4712
Loss = 4.7355e-02, PNorm = 343.7584, GNorm = 3.3780, lr_0 = 9.9690e-04
Validation prc-auc = 0.027078
Epoch 4713
Loss = 1.7295e-02, PNorm = 343.7947, GNorm = 0.2812, lr_0 = 9.9690e-04
Validation prc-auc = 0.026743
Epoch 4714
Loss = 1.3710e-02, PNorm = 343.8235, GNorm = 0.1569, lr_0 = 9.9689e-04
Validation prc-auc = 0.031056
Epoch 4715
Loss = 2.8829e-02, PNorm = 343.8528, GNorm = 0.1537, lr_0 = 9.9689e-04
Validation prc-auc = 0.036070
Epoch 4716
Loss = 3.2084e-02, PNorm = 343.8848, GNorm = 0.1210, lr_0 = 9.9689e-04
Validation prc-auc = 0.033751
Epoch 4717
Loss = 1.2481e-01, PNorm = 343.9206, GNorm = 2.7128, lr_0 = 9.9689e-04
Validation prc-auc = 0.024263
Epoch 4718
Loss = 4.7810e-02, PNorm = 343.9599, GNorm = 0.6392, lr_0 = 9.9689e-04
Validation prc-auc = 0.025003
Epoch 4719
Loss = 8.1975e-03, PNorm = 343.9914, GNorm = 0.3587, lr_0 = 9.9689e-04
Loss = 2.8824e-02, PNorm = 344.0224, GNorm = 1.1749, lr_0 = 9.9689e-04
Validation prc-auc = 0.030522
Epoch 4720
Loss = 2.1268e-02, PNorm = 344.0507, GNorm = 0.1632, lr_0 = 9.9689e-04
Validation prc-auc = 0.033819
Epoch 4721
Loss = 1.7827e-02, PNorm = 344.0736, GNorm = 0.2605, lr_0 = 9.9689e-04
Validation prc-auc = 0.039906
Epoch 4722
Loss = 2.9938e-02, PNorm = 344.0919, GNorm = 0.1000, lr_0 = 9.9689e-04
Validation prc-auc = 0.038546
Epoch 4723
Loss = 2.5604e-02, PNorm = 344.1116, GNorm = 0.1445, lr_0 = 9.9689e-04
Validation prc-auc = 0.029979
Epoch 4724
Loss = 6.0085e-03, PNorm = 344.1358, GNorm = 0.2439, lr_0 = 9.9689e-04
Validation prc-auc = 0.029195
Epoch 4725
Loss = 6.1502e-02, PNorm = 344.1557, GNorm = 0.0519, lr_0 = 9.9689e-04
Validation prc-auc = 0.028337
Epoch 4726
Loss = 4.9205e-02, PNorm = 344.1801, GNorm = 1.4483, lr_0 = 9.9689e-04
Validation prc-auc = 0.027883
Epoch 4727
Loss = 4.1304e-02, PNorm = 344.2026, GNorm = 0.1422, lr_0 = 9.9689e-04
Validation prc-auc = 0.028168
Epoch 4728
Loss = 5.6293e-03, PNorm = 344.2344, GNorm = 0.3026, lr_0 = 9.9688e-04
Validation prc-auc = 0.030271
Epoch 4729
Loss = 1.9655e-03, PNorm = 344.2612, GNorm = 0.0797, lr_0 = 9.9688e-04
Loss = 3.6878e-02, PNorm = 344.2907, GNorm = 1.1018, lr_0 = 9.9688e-04
Validation prc-auc = 0.035869
Epoch 4730
Loss = 2.2457e-02, PNorm = 344.3245, GNorm = 0.5189, lr_0 = 9.9688e-04
Validation prc-auc = 0.046380
Epoch 4731
Loss = 5.5753e-02, PNorm = 344.3571, GNorm = 3.9789, lr_0 = 9.9688e-04
Validation prc-auc = 0.059772
Epoch 4732
Loss = 2.9023e-02, PNorm = 344.3918, GNorm = 0.9399, lr_0 = 9.9688e-04
Validation prc-auc = 0.068282
Epoch 4733
Loss = 3.0380e-02, PNorm = 344.4190, GNorm = 0.1620, lr_0 = 9.9688e-04
Validation prc-auc = 0.068520
Epoch 4734
Loss = 3.0376e-02, PNorm = 344.4447, GNorm = 1.2826, lr_0 = 9.9688e-04
Validation prc-auc = 0.074070
Epoch 4735
Loss = 3.1304e-02, PNorm = 344.4748, GNorm = 1.0941, lr_0 = 9.9688e-04
Validation prc-auc = 0.076015
Epoch 4736
Loss = 5.2630e-02, PNorm = 344.5224, GNorm = 3.1989, lr_0 = 9.9688e-04
Validation prc-auc = 0.047711
Epoch 4737
Loss = 2.3676e-02, PNorm = 344.5779, GNorm = 1.4609, lr_0 = 9.9688e-04
Validation prc-auc = 0.045661
Epoch 4738
Loss = 1.3881e-02, PNorm = 344.6183, GNorm = 0.4016, lr_0 = 9.9688e-04
Validation prc-auc = 0.046225
Epoch 4739
Loss = 1.1524e-02, PNorm = 344.6492, GNorm = 0.5407, lr_0 = 9.9688e-04
Loss = 3.0452e-02, PNorm = 344.6766, GNorm = 0.1979, lr_0 = 9.9688e-04
Validation prc-auc = 0.042115
Epoch 4740
Loss = 3.1753e-02, PNorm = 344.7030, GNorm = 0.2139, lr_0 = 9.9687e-04
Validation prc-auc = 0.043232
Epoch 4741
Loss = 1.2787e-02, PNorm = 344.7322, GNorm = 0.1813, lr_0 = 9.9687e-04
Validation prc-auc = 0.059432
Epoch 4742
Loss = 2.5724e-02, PNorm = 344.7635, GNorm = 0.1423, lr_0 = 9.9687e-04
Validation prc-auc = 0.062359
Epoch 4743
Loss = 1.7185e-02, PNorm = 344.7982, GNorm = 0.5552, lr_0 = 9.9687e-04
Validation prc-auc = 0.063032
Epoch 4744
Loss = 2.7363e-02, PNorm = 344.8208, GNorm = 0.0482, lr_0 = 9.9687e-04
Validation prc-auc = 0.071849
Epoch 4745
Loss = 3.2867e-02, PNorm = 344.8445, GNorm = 0.0399, lr_0 = 9.9687e-04
Validation prc-auc = 0.070581
Epoch 4746
Loss = 6.4677e-02, PNorm = 344.8713, GNorm = 0.0753, lr_0 = 9.9687e-04
Validation prc-auc = 0.053824
Epoch 4747
Loss = 4.7094e-02, PNorm = 344.9039, GNorm = 1.0045, lr_0 = 9.9687e-04
Validation prc-auc = 0.051794
Epoch 4748
Loss = 4.7107e-02, PNorm = 344.9358, GNorm = 1.3137, lr_0 = 9.9687e-04
Validation prc-auc = 0.051201
Epoch 4749
Loss = 3.8086e-03, PNorm = 344.9712, GNorm = 0.1084, lr_0 = 9.9687e-04
Loss = 2.4164e-02, PNorm = 345.0005, GNorm = 1.1847, lr_0 = 9.9687e-04
Validation prc-auc = 0.057553
Epoch 4750
Loss = 6.8551e-03, PNorm = 345.0241, GNorm = 0.0937, lr_0 = 9.9687e-04
Validation prc-auc = 0.063621
Epoch 4751
Loss = 4.4668e-02, PNorm = 345.0417, GNorm = 2.5583, lr_0 = 9.9687e-04
Validation prc-auc = 0.060794
Epoch 4752
Loss = 2.4223e-02, PNorm = 345.0839, GNorm = 0.6462, lr_0 = 9.9687e-04
Validation prc-auc = 0.045820
Epoch 4753
Loss = 3.4256e-02, PNorm = 345.1296, GNorm = 0.4060, lr_0 = 9.9687e-04
Validation prc-auc = 0.042447
Epoch 4754
Loss = 4.4315e-02, PNorm = 345.1648, GNorm = 0.2597, lr_0 = 9.9686e-04
Validation prc-auc = 0.036882
Epoch 4755
Loss = 4.5959e-02, PNorm = 345.2057, GNorm = 1.5602, lr_0 = 9.9686e-04
Validation prc-auc = 0.041935
Epoch 4756
Loss = 2.4302e-02, PNorm = 345.2520, GNorm = 0.1058, lr_0 = 9.9686e-04
Validation prc-auc = 0.043347
Epoch 4757
Loss = 6.4126e-03, PNorm = 345.2857, GNorm = 0.2177, lr_0 = 9.9686e-04
Validation prc-auc = 0.046426
Epoch 4758
Loss = 1.2892e-02, PNorm = 345.3144, GNorm = 0.6783, lr_0 = 9.9686e-04
Validation prc-auc = 0.049466
Epoch 4759
Loss = 2.9283e-02, PNorm = 345.3408, GNorm = 2.0801, lr_0 = 9.9686e-04
Loss = 5.7391e-02, PNorm = 345.3760, GNorm = 0.2758, lr_0 = 9.9686e-04
Validation prc-auc = 0.054630
Epoch 4760
Loss = 4.3837e-02, PNorm = 345.4267, GNorm = 2.5066, lr_0 = 9.9686e-04
Validation prc-auc = 0.045838
Epoch 4761
Loss = 4.4932e-02, PNorm = 345.4802, GNorm = 1.3711, lr_0 = 9.9686e-04
Validation prc-auc = 0.055572
Epoch 4762
Loss = 2.2456e-02, PNorm = 345.5244, GNorm = 0.8721, lr_0 = 9.9686e-04
Validation prc-auc = 0.053671
Epoch 4763
Loss = 8.4336e-02, PNorm = 345.5739, GNorm = 3.9541, lr_0 = 9.9686e-04
Validation prc-auc = 0.039375
Epoch 4764
Loss = 1.3890e-02, PNorm = 345.6230, GNorm = 0.8584, lr_0 = 9.9686e-04
Validation prc-auc = 0.045750
Epoch 4765
Loss = 6.0212e-02, PNorm = 345.6597, GNorm = 0.2168, lr_0 = 9.9686e-04
Validation prc-auc = 0.045998
Epoch 4766
Loss = 2.3829e-02, PNorm = 345.7037, GNorm = 0.3286, lr_0 = 9.9686e-04
Validation prc-auc = 0.049190
Epoch 4767
Loss = 4.2825e-02, PNorm = 345.7443, GNorm = 0.1261, lr_0 = 9.9685e-04
Validation prc-auc = 0.053335
Epoch 4768
Loss = 2.1711e-02, PNorm = 345.7764, GNorm = 1.6846, lr_0 = 9.9685e-04
Validation prc-auc = 0.056340
Epoch 4769
Loss = 4.0452e-02, PNorm = 345.8036, GNorm = 2.2876, lr_0 = 9.9685e-04
Loss = 3.1918e-02, PNorm = 345.8325, GNorm = 0.5744, lr_0 = 9.9685e-04
Validation prc-auc = 0.057801
Epoch 4770
Loss = 1.1528e-02, PNorm = 345.8620, GNorm = 0.2369, lr_0 = 9.9685e-04
Validation prc-auc = 0.051314
Epoch 4771
Loss = 5.7821e-02, PNorm = 345.8910, GNorm = 1.5122, lr_0 = 9.9685e-04
Validation prc-auc = 0.058246
Epoch 4772
Loss = 2.3660e-02, PNorm = 345.9246, GNorm = 0.1443, lr_0 = 9.9685e-04
Validation prc-auc = 0.060994
Epoch 4773
Loss = 2.0933e-02, PNorm = 345.9636, GNorm = 0.2801, lr_0 = 9.9685e-04
Validation prc-auc = 0.059641
Epoch 4774
Loss = 1.5901e-02, PNorm = 346.0031, GNorm = 0.3946, lr_0 = 9.9685e-04
Validation prc-auc = 0.057797
Epoch 4775
Loss = 4.4665e-02, PNorm = 346.0425, GNorm = 0.9052, lr_0 = 9.9685e-04
Validation prc-auc = 0.054695
Epoch 4776
Loss = 2.7219e-02, PNorm = 346.0840, GNorm = 0.5952, lr_0 = 9.9685e-04
Validation prc-auc = 0.045543
Epoch 4777
Loss = 1.0830e-02, PNorm = 346.1282, GNorm = 0.2579, lr_0 = 9.9685e-04
Validation prc-auc = 0.053055
Epoch 4778
Loss = 1.4127e-02, PNorm = 346.1663, GNorm = 0.3698, lr_0 = 9.9685e-04
Validation prc-auc = 0.062432
Epoch 4779
Loss = 3.1588e-02, PNorm = 346.2001, GNorm = 1.4680, lr_0 = 9.9685e-04
Loss = 2.8144e-02, PNorm = 346.2398, GNorm = 0.0671, lr_0 = 9.9685e-04
Validation prc-auc = 0.057629
Epoch 4780
Loss = 2.7103e-02, PNorm = 346.2660, GNorm = 0.0912, lr_0 = 9.9684e-04
Validation prc-auc = 0.061113
Epoch 4781
Loss = 4.1502e-02, PNorm = 346.2952, GNorm = 0.2683, lr_0 = 9.9684e-04
Validation prc-auc = 0.065233
Epoch 4782
Loss = 5.4066e-02, PNorm = 346.3445, GNorm = 0.6700, lr_0 = 9.9684e-04
Validation prc-auc = 0.059622
Epoch 4783
Loss = 5.0750e-02, PNorm = 346.3936, GNorm = 1.8282, lr_0 = 9.9684e-04
Validation prc-auc = 0.057169
Epoch 4784
Loss = 9.4486e-03, PNorm = 346.4330, GNorm = 0.1513, lr_0 = 9.9684e-04
Validation prc-auc = 0.063421
Epoch 4785
Loss = 5.2689e-02, PNorm = 346.4573, GNorm = 0.8352, lr_0 = 9.9684e-04
Validation prc-auc = 0.067353
Epoch 4786
Loss = 5.9870e-02, PNorm = 346.4835, GNorm = 0.2294, lr_0 = 9.9684e-04
Validation prc-auc = 0.067609
Epoch 4787
Loss = 1.0356e-02, PNorm = 346.5187, GNorm = 0.1091, lr_0 = 9.9684e-04
Validation prc-auc = 0.066050
Epoch 4788
Loss = 5.0224e-02, PNorm = 346.5587, GNorm = 2.8616, lr_0 = 9.9684e-04
Validation prc-auc = 0.055241
Epoch 4789
Loss = 8.8171e-03, PNorm = 346.6010, GNorm = 0.4020, lr_0 = 9.9684e-04
Loss = 2.7413e-02, PNorm = 346.6367, GNorm = 0.6096, lr_0 = 9.9684e-04
Validation prc-auc = 0.043931
Epoch 4790
Loss = 2.1434e-02, PNorm = 346.6716, GNorm = 0.2207, lr_0 = 9.9684e-04
Validation prc-auc = 0.039141
Epoch 4791
Loss = 8.0678e-02, PNorm = 346.7037, GNorm = 1.5692, lr_0 = 9.9684e-04
Validation prc-auc = 0.043865
Epoch 4792
Loss = 3.1509e-02, PNorm = 346.7509, GNorm = 1.5951, lr_0 = 9.9684e-04
Validation prc-auc = 0.043242
Epoch 4793
Loss = 1.6612e-02, PNorm = 346.7880, GNorm = 0.2981, lr_0 = 9.9684e-04
Validation prc-auc = 0.047394
Epoch 4794
Loss = 3.7699e-02, PNorm = 346.8157, GNorm = 1.3308, lr_0 = 9.9683e-04
Validation prc-auc = 0.065147
Epoch 4795
Loss = 7.2030e-02, PNorm = 346.8516, GNorm = 0.3066, lr_0 = 9.9683e-04
Validation prc-auc = 0.068851
Epoch 4796
Loss = 4.3423e-02, PNorm = 346.8845, GNorm = 0.9098, lr_0 = 9.9683e-04
Validation prc-auc = 0.069221
Epoch 4797
Loss = 5.6628e-02, PNorm = 346.9180, GNorm = 2.0787, lr_0 = 9.9683e-04
Validation prc-auc = 0.065529
Epoch 4798
Loss = 1.2432e-02, PNorm = 346.9593, GNorm = 0.5066, lr_0 = 9.9683e-04
Validation prc-auc = 0.069150
Epoch 4799
Loss = 2.8342e-02, PNorm = 346.9991, GNorm = 1.3390, lr_0 = 9.9683e-04
Loss = 3.7564e-02, PNorm = 347.0329, GNorm = 2.0513, lr_0 = 9.9683e-04
Validation prc-auc = 0.066994
Epoch 4800
Loss = 4.1065e-02, PNorm = 347.0661, GNorm = 2.3767, lr_0 = 9.9683e-04
Validation prc-auc = 0.072360
Epoch 4801
Loss = 3.5155e-02, PNorm = 347.0967, GNorm = 0.1336, lr_0 = 9.9683e-04
Validation prc-auc = 0.074144
Epoch 4802
Loss = 2.6197e-02, PNorm = 347.1298, GNorm = 0.6860, lr_0 = 9.9683e-04
Validation prc-auc = 0.074128
Epoch 4803
Loss = 5.0408e-02, PNorm = 347.1723, GNorm = 0.9545, lr_0 = 9.9683e-04
Validation prc-auc = 0.079820
Epoch 4804
Loss = 5.8543e-02, PNorm = 347.2181, GNorm = 0.0745, lr_0 = 9.9683e-04
Validation prc-auc = 0.072346
Epoch 4805
Loss = 3.3623e-02, PNorm = 347.2658, GNorm = 0.5938, lr_0 = 9.9683e-04
Validation prc-auc = 0.072499
Epoch 4806
Loss = 1.9007e-02, PNorm = 347.3087, GNorm = 0.2306, lr_0 = 9.9683e-04
Validation prc-auc = 0.074107
Epoch 4807
Loss = 5.7255e-02, PNorm = 347.3408, GNorm = 0.2235, lr_0 = 9.9682e-04
Validation prc-auc = 0.076391
Epoch 4808
Loss = 8.4617e-02, PNorm = 347.3680, GNorm = 2.1906, lr_0 = 9.9682e-04
Validation prc-auc = 0.076743
Epoch 4809
Loss = 1.8344e-03, PNorm = 347.4044, GNorm = 0.0740, lr_0 = 9.9682e-04
Loss = 5.7977e-02, PNorm = 347.4508, GNorm = 3.6751, lr_0 = 9.9682e-04
Validation prc-auc = 0.077985
Epoch 4810
Loss = 4.6275e-02, PNorm = 347.5029, GNorm = 2.3374, lr_0 = 9.9682e-04
Validation prc-auc = 0.069211
Epoch 4811
Loss = 3.1196e-02, PNorm = 347.5561, GNorm = 0.8734, lr_0 = 9.9682e-04
Validation prc-auc = 0.063982
Epoch 4812
Loss = 3.6054e-02, PNorm = 347.6063, GNorm = 1.1098, lr_0 = 9.9682e-04
Validation prc-auc = 0.063264
Epoch 4813
Loss = 9.9824e-03, PNorm = 347.6450, GNorm = 1.2151, lr_0 = 9.9682e-04
Validation prc-auc = 0.069326
Epoch 4814
Loss = 2.6731e-02, PNorm = 347.6756, GNorm = 0.1836, lr_0 = 9.9682e-04
Validation prc-auc = 0.065618
Epoch 4815
Loss = 1.2068e-01, PNorm = 347.7095, GNorm = 1.4478, lr_0 = 9.9682e-04
Validation prc-auc = 0.043839
Epoch 4816
Loss = 3.2466e-02, PNorm = 347.7624, GNorm = 1.2071, lr_0 = 9.9682e-04
Validation prc-auc = 0.034481
Epoch 4817
Loss = 2.9131e-02, PNorm = 347.8116, GNorm = 0.3985, lr_0 = 9.9682e-04
Validation prc-auc = 0.034491
Epoch 4818
Loss = 3.0842e-02, PNorm = 347.8467, GNorm = 0.5545, lr_0 = 9.9682e-04
Validation prc-auc = 0.042125
Epoch 4819
Loss = 1.5746e-03, PNorm = 347.8787, GNorm = 0.0437, lr_0 = 9.9682e-04
Loss = 1.6211e-02, PNorm = 347.9149, GNorm = 0.2473, lr_0 = 9.9682e-04
Validation prc-auc = 0.040330
Epoch 4820
Loss = 2.7765e-02, PNorm = 347.9439, GNorm = 1.3978, lr_0 = 9.9681e-04
Validation prc-auc = 0.043012
Epoch 4821
Loss = 3.0383e-02, PNorm = 347.9665, GNorm = 0.5930, lr_0 = 9.9681e-04
Validation prc-auc = 0.049527
Epoch 4822
Loss = 5.2261e-02, PNorm = 348.0005, GNorm = 0.4278, lr_0 = 9.9681e-04
Validation prc-auc = 0.052344
Epoch 4823
Loss = 1.6988e-02, PNorm = 348.0396, GNorm = 0.3003, lr_0 = 9.9681e-04
Validation prc-auc = 0.052838
Epoch 4824
Loss = 7.2607e-03, PNorm = 348.0755, GNorm = 0.1274, lr_0 = 9.9681e-04
Validation prc-auc = 0.043157
Epoch 4825
Loss = 1.8350e-02, PNorm = 348.1007, GNorm = 2.1225, lr_0 = 9.9681e-04
Validation prc-auc = 0.042790
Epoch 4826
Loss = 4.7642e-03, PNorm = 348.1341, GNorm = 0.1374, lr_0 = 9.9681e-04
Validation prc-auc = 0.042967
Epoch 4827
Loss = 4.4069e-03, PNorm = 348.1603, GNorm = 0.1246, lr_0 = 9.9681e-04
Validation prc-auc = 0.049496
Epoch 4828
Loss = 1.8253e-03, PNorm = 348.1846, GNorm = 0.1547, lr_0 = 9.9681e-04
Validation prc-auc = 0.050462
Epoch 4829
Loss = 7.5870e-03, PNorm = 348.2109, GNorm = 0.3858, lr_0 = 9.9681e-04
Loss = 6.0188e-02, PNorm = 348.2513, GNorm = 0.8009, lr_0 = 9.9681e-04
Validation prc-auc = 0.031969
Epoch 4830
Loss = 2.2130e-02, PNorm = 348.2882, GNorm = 0.3955, lr_0 = 9.9681e-04
Validation prc-auc = 0.031831
Epoch 4831
Loss = 5.6476e-02, PNorm = 348.3185, GNorm = 0.3006, lr_0 = 9.9681e-04
Validation prc-auc = 0.029075
Epoch 4832
Loss = 3.7734e-02, PNorm = 348.3507, GNorm = 2.6918, lr_0 = 9.9681e-04
Validation prc-auc = 0.028916
Epoch 4833
Loss = 1.7093e-02, PNorm = 348.3856, GNorm = 1.1961, lr_0 = 9.9680e-04
Validation prc-auc = 0.034685
Epoch 4834
Loss = 4.5888e-02, PNorm = 348.4162, GNorm = 1.1294, lr_0 = 9.9680e-04
Validation prc-auc = 0.041219
Epoch 4835
Loss = 4.5325e-02, PNorm = 348.4464, GNorm = 0.2005, lr_0 = 9.9680e-04
Validation prc-auc = 0.045531
Epoch 4836
Loss = 1.7057e-02, PNorm = 348.4762, GNorm = 0.1522, lr_0 = 9.9680e-04
Validation prc-auc = 0.052616
Epoch 4837
Loss = 3.7316e-02, PNorm = 348.5066, GNorm = 0.0624, lr_0 = 9.9680e-04
Validation prc-auc = 0.053972
Epoch 4838
Loss = 1.5146e-02, PNorm = 348.5380, GNorm = 0.4862, lr_0 = 9.9680e-04
Validation prc-auc = 0.056998
Epoch 4839
Loss = 1.2128e-02, PNorm = 348.5689, GNorm = 1.0443, lr_0 = 9.9680e-04
Loss = 3.0088e-02, PNorm = 348.5970, GNorm = 0.1875, lr_0 = 9.9680e-04
Validation prc-auc = 0.052561
Epoch 4840
Loss = 1.0508e-02, PNorm = 348.6263, GNorm = 0.1239, lr_0 = 9.9680e-04
Validation prc-auc = 0.046816
Epoch 4841
Loss = 2.8619e-02, PNorm = 348.6451, GNorm = 0.0859, lr_0 = 9.9680e-04
Validation prc-auc = 0.046403
Epoch 4842
Loss = 2.4880e-02, PNorm = 348.6655, GNorm = 1.1725, lr_0 = 9.9680e-04
Validation prc-auc = 0.042613
Epoch 4843
Loss = 2.7425e-02, PNorm = 348.6894, GNorm = 0.0858, lr_0 = 9.9680e-04
Validation prc-auc = 0.044225
Epoch 4844
Loss = 4.1711e-02, PNorm = 348.7174, GNorm = 0.1790, lr_0 = 9.9680e-04
Validation prc-auc = 0.060096
Epoch 4845
Loss = 1.2439e-01, PNorm = 348.7549, GNorm = 1.7315, lr_0 = 9.9680e-04
Validation prc-auc = 0.064766
Epoch 4846
Loss = 2.7216e-02, PNorm = 348.8054, GNorm = 0.7165, lr_0 = 9.9680e-04
Validation prc-auc = 0.064659
Epoch 4847
Loss = 9.5628e-02, PNorm = 348.8448, GNorm = 0.9356, lr_0 = 9.9679e-04
Validation prc-auc = 0.059073
Epoch 4848
Loss = 1.1356e-02, PNorm = 348.8800, GNorm = 1.4776, lr_0 = 9.9679e-04
Validation prc-auc = 0.061626
Epoch 4849
Loss = 9.6443e-03, PNorm = 348.9131, GNorm = 0.9558, lr_0 = 9.9679e-04
Loss = 2.6440e-02, PNorm = 348.9458, GNorm = 1.9001, lr_0 = 9.9679e-04
Validation prc-auc = 0.061688
Epoch 4850
Loss = 1.9973e-02, PNorm = 348.9699, GNorm = 0.1054, lr_0 = 9.9679e-04
Validation prc-auc = 0.064042
Epoch 4851
Loss = 5.1940e-02, PNorm = 348.9918, GNorm = 3.3368, lr_0 = 9.9679e-04
Validation prc-auc = 0.063091
Epoch 4852
Loss = 7.4715e-02, PNorm = 349.0193, GNorm = 0.1509, lr_0 = 9.9679e-04
Validation prc-auc = 0.035299
Epoch 4853
Loss = 2.1934e-02, PNorm = 349.0484, GNorm = 0.1293, lr_0 = 9.9679e-04
Validation prc-auc = 0.037563
Epoch 4854
Loss = 5.8705e-02, PNorm = 349.0725, GNorm = 0.1880, lr_0 = 9.9679e-04
Validation prc-auc = 0.050285
Epoch 4855
Loss = 2.1124e-02, PNorm = 349.0930, GNorm = 0.8834, lr_0 = 9.9679e-04
Validation prc-auc = 0.061103
Epoch 4856
Loss = 2.3303e-02, PNorm = 349.1102, GNorm = 0.9668, lr_0 = 9.9679e-04
Validation prc-auc = 0.060151
Epoch 4857
Loss = 2.8205e-02, PNorm = 349.1323, GNorm = 3.0731, lr_0 = 9.9679e-04
Validation prc-auc = 0.055424
Epoch 4858
Loss = 1.2882e-02, PNorm = 349.1643, GNorm = 0.6897, lr_0 = 9.9679e-04
Validation prc-auc = 0.048748
Epoch 4859
Loss = 8.9270e-03, PNorm = 349.2043, GNorm = 0.4824, lr_0 = 9.9679e-04
Loss = 4.5626e-02, PNorm = 349.2433, GNorm = 3.7158, lr_0 = 9.9678e-04
Validation prc-auc = 0.047838
Epoch 4860
Loss = 2.3701e-02, PNorm = 349.2816, GNorm = 1.3909, lr_0 = 9.9678e-04
Validation prc-auc = 0.051259
Epoch 4861
Loss = 1.2680e-02, PNorm = 349.3115, GNorm = 0.8012, lr_0 = 9.9678e-04
Validation prc-auc = 0.054939
Epoch 4862
Loss = 2.2909e-02, PNorm = 349.3323, GNorm = 0.3389, lr_0 = 9.9678e-04
Validation prc-auc = 0.055230
Epoch 4863
Loss = 4.4305e-03, PNorm = 349.3511, GNorm = 0.0918, lr_0 = 9.9678e-04
Validation prc-auc = 0.053849
Epoch 4864
Loss = 3.5677e-03, PNorm = 349.3635, GNorm = 0.0226, lr_0 = 9.9678e-04
Validation prc-auc = 0.054036
Epoch 4865
Loss = 3.2105e-02, PNorm = 349.3741, GNorm = 2.9378, lr_0 = 9.9678e-04
Validation prc-auc = 0.060423
Epoch 4866
Loss = 2.3100e-02, PNorm = 349.3960, GNorm = 0.1295, lr_0 = 9.9678e-04
Validation prc-auc = 0.056819
Epoch 4867
Loss = 8.9017e-03, PNorm = 349.4369, GNorm = 0.3680, lr_0 = 9.9678e-04
Validation prc-auc = 0.060977
Epoch 4868
Loss = 6.6068e-03, PNorm = 349.4810, GNorm = 0.1845, lr_0 = 9.9678e-04
Validation prc-auc = 0.062255
Epoch 4869
Loss = 3.0665e-02, PNorm = 349.5111, GNorm = 1.0483, lr_0 = 9.9678e-04
Loss = 4.8191e-02, PNorm = 349.5368, GNorm = 0.1854, lr_0 = 9.9678e-04
Validation prc-auc = 0.064690
Epoch 4870
Loss = 1.9264e-02, PNorm = 349.5719, GNorm = 0.3000, lr_0 = 9.9678e-04
Validation prc-auc = 0.040258
Epoch 4871
Loss = 3.4998e-02, PNorm = 349.6084, GNorm = 0.1646, lr_0 = 9.9678e-04
Validation prc-auc = 0.042070
Epoch 4872
Loss = 3.3093e-02, PNorm = 349.6401, GNorm = 0.1023, lr_0 = 9.9678e-04
Validation prc-auc = 0.045680
Epoch 4873
Loss = 6.3129e-02, PNorm = 349.6794, GNorm = 0.3059, lr_0 = 9.9677e-04
Validation prc-auc = 0.041956
Epoch 4874
Loss = 4.6279e-02, PNorm = 349.7191, GNorm = 4.7132, lr_0 = 9.9677e-04
Validation prc-auc = 0.042032
Epoch 4875
Loss = 2.1855e-02, PNorm = 349.7541, GNorm = 0.0425, lr_0 = 9.9677e-04
Validation prc-auc = 0.040296
Epoch 4876
Loss = 5.1402e-02, PNorm = 349.7877, GNorm = 0.8362, lr_0 = 9.9677e-04
Validation prc-auc = 0.038914
Epoch 4877
Loss = 2.2763e-02, PNorm = 349.8233, GNorm = 1.8715, lr_0 = 9.9677e-04
Validation prc-auc = 0.040700
Epoch 4878
Loss = 2.3428e-02, PNorm = 349.8593, GNorm = 0.4769, lr_0 = 9.9677e-04
Validation prc-auc = 0.038877
Epoch 4879
Loss = 4.3192e-03, PNorm = 349.8876, GNorm = 0.1405, lr_0 = 9.9677e-04
Loss = 1.9434e-02, PNorm = 349.9148, GNorm = 0.2908, lr_0 = 9.9677e-04
Validation prc-auc = 0.040745
Epoch 4880
Loss = 2.4923e-02, PNorm = 349.9598, GNorm = 0.9000, lr_0 = 9.9677e-04
Validation prc-auc = 0.041588
Epoch 4881
Loss = 4.0448e-02, PNorm = 350.0079, GNorm = 0.3435, lr_0 = 9.9677e-04
Validation prc-auc = 0.032299
Epoch 4882
Loss = 2.1937e-02, PNorm = 350.0571, GNorm = 0.4250, lr_0 = 9.9677e-04
Validation prc-auc = 0.027830
Epoch 4883
Loss = 1.3683e-02, PNorm = 350.0949, GNorm = 0.3198, lr_0 = 9.9677e-04
Validation prc-auc = 0.034003
Epoch 4884
Loss = 1.4619e-02, PNorm = 350.1279, GNorm = 1.6226, lr_0 = 9.9677e-04
Validation prc-auc = 0.036107
Epoch 4885
Loss = 1.6470e-02, PNorm = 350.1644, GNorm = 0.7790, lr_0 = 9.9677e-04
Validation prc-auc = 0.038858
Epoch 4886
Loss = 4.7570e-02, PNorm = 350.1929, GNorm = 1.7323, lr_0 = 9.9677e-04
Validation prc-auc = 0.032671
Epoch 4887
Loss = 6.4811e-02, PNorm = 350.2221, GNorm = 0.2105, lr_0 = 9.9676e-04
Validation prc-auc = 0.025131
Epoch 4888
Loss = 7.2621e-03, PNorm = 350.2449, GNorm = 0.0802, lr_0 = 9.9676e-04
Validation prc-auc = 0.025675
Epoch 4889
Loss = 8.1145e-03, PNorm = 350.2678, GNorm = 0.5219, lr_0 = 9.9676e-04
Loss = 2.3048e-02, PNorm = 350.2978, GNorm = 0.2496, lr_0 = 9.9676e-04
Validation prc-auc = 0.028364
Epoch 4890
Loss = 2.0141e-02, PNorm = 350.3233, GNorm = 1.0269, lr_0 = 9.9676e-04
Validation prc-auc = 0.034052
Epoch 4891
Loss = 2.0976e-02, PNorm = 350.3431, GNorm = 0.0324, lr_0 = 9.9676e-04
Validation prc-auc = 0.031487
Epoch 4892
Loss = 3.0663e-02, PNorm = 350.3612, GNorm = 0.0841, lr_0 = 9.9676e-04
Validation prc-auc = 0.028440
Epoch 4893
Loss = 4.1942e-02, PNorm = 350.3863, GNorm = 1.3228, lr_0 = 9.9676e-04
Validation prc-auc = 0.029630
Epoch 4894
Loss = 2.2168e-02, PNorm = 350.4216, GNorm = 2.0600, lr_0 = 9.9676e-04
Validation prc-auc = 0.034514
Epoch 4895
Loss = 4.1787e-02, PNorm = 350.4613, GNorm = 1.2465, lr_0 = 9.9676e-04
Validation prc-auc = 0.026994
Epoch 4896
Loss = 3.4199e-02, PNorm = 350.5056, GNorm = 0.9711, lr_0 = 9.9676e-04
Validation prc-auc = 0.028183
Epoch 4897
Loss = 1.0586e-02, PNorm = 350.5421, GNorm = 0.1260, lr_0 = 9.9676e-04
Validation prc-auc = 0.041084
Epoch 4898
Loss = 1.8185e-02, PNorm = 350.5683, GNorm = 0.9189, lr_0 = 9.9676e-04
Validation prc-auc = 0.039490
Epoch 4899
Loss = 6.6999e-03, PNorm = 350.5915, GNorm = 0.2090, lr_0 = 9.9676e-04
Loss = 3.1915e-02, PNorm = 350.6133, GNorm = 0.0340, lr_0 = 9.9675e-04
Validation prc-auc = 0.039466
Epoch 4900
Loss = 5.6848e-02, PNorm = 350.6337, GNorm = 1.3991, lr_0 = 9.9675e-04
Validation prc-auc = 0.025414
Epoch 4901
Loss = 1.5780e-02, PNorm = 350.6605, GNorm = 1.4768, lr_0 = 9.9675e-04
Validation prc-auc = 0.023633
Epoch 4902
Loss = 2.7023e-02, PNorm = 350.6848, GNorm = 0.1804, lr_0 = 9.9675e-04
Validation prc-auc = 0.026070
Epoch 4903
Loss = 7.9912e-02, PNorm = 350.7143, GNorm = 0.8774, lr_0 = 9.9675e-04
Validation prc-auc = 0.028995
Epoch 4904
Loss = 1.9697e-02, PNorm = 350.7528, GNorm = 0.2615, lr_0 = 9.9675e-04
Validation prc-auc = 0.034247
Epoch 4905
Loss = 1.6912e-02, PNorm = 350.7901, GNorm = 0.9731, lr_0 = 9.9675e-04
Validation prc-auc = 0.036555
Epoch 4906
Loss = 1.3681e-02, PNorm = 350.8241, GNorm = 0.5550, lr_0 = 9.9675e-04
Validation prc-auc = 0.035667
Epoch 4907
Loss = 1.9700e-02, PNorm = 350.8511, GNorm = 0.1970, lr_0 = 9.9675e-04
Validation prc-auc = 0.045851
Epoch 4908
Loss = 9.5331e-02, PNorm = 350.8760, GNorm = 3.1593, lr_0 = 9.9675e-04
Validation prc-auc = 0.043738
Epoch 4909
Loss = 3.1054e-02, PNorm = 350.9081, GNorm = 1.1689, lr_0 = 9.9675e-04
Loss = 2.3290e-02, PNorm = 350.9373, GNorm = 1.0271, lr_0 = 9.9675e-04
Validation prc-auc = 0.047998
Epoch 4910
Loss = 3.2449e-02, PNorm = 350.9663, GNorm = 1.5459, lr_0 = 9.9675e-04
Validation prc-auc = 0.047461
Epoch 4911
Loss = 2.8732e-02, PNorm = 350.9919, GNorm = 0.0387, lr_0 = 9.9675e-04
Validation prc-auc = 0.044657
Epoch 4912
Loss = 3.1857e-02, PNorm = 351.0224, GNorm = 0.9191, lr_0 = 9.9675e-04
Validation prc-auc = 0.043884
Epoch 4913
Loss = 3.3423e-02, PNorm = 351.0586, GNorm = 0.0909, lr_0 = 9.9674e-04
Validation prc-auc = 0.045802
Epoch 4914
Loss = 1.7666e-02, PNorm = 351.0895, GNorm = 2.1354, lr_0 = 9.9674e-04
Validation prc-auc = 0.044057
Epoch 4915
Loss = 2.5168e-02, PNorm = 351.1212, GNorm = 0.0398, lr_0 = 9.9674e-04
Validation prc-auc = 0.046202
Epoch 4916
Loss = 6.4344e-02, PNorm = 351.1517, GNorm = 4.6159, lr_0 = 9.9674e-04
Validation prc-auc = 0.044634
Epoch 4917
Loss = 4.7444e-02, PNorm = 351.1999, GNorm = 1.3818, lr_0 = 9.9674e-04
Validation prc-auc = 0.048676
Epoch 4918
Loss = 1.7964e-03, PNorm = 351.2506, GNorm = 0.0645, lr_0 = 9.9674e-04
Validation prc-auc = 0.051287
Epoch 4919
Loss = 7.7166e-02, PNorm = 351.2811, GNorm = 3.3568, lr_0 = 9.9674e-04
Loss = 1.8281e-02, PNorm = 351.3100, GNorm = 0.5164, lr_0 = 9.9674e-04
Validation prc-auc = 0.048755
Epoch 4920
Loss = 3.9426e-02, PNorm = 351.3474, GNorm = 6.7744, lr_0 = 9.9674e-04
Validation prc-auc = 0.040138
Epoch 4921
Loss = 5.0642e-02, PNorm = 351.3932, GNorm = 0.1935, lr_0 = 9.9674e-04
Validation prc-auc = 0.043657
Epoch 4922
Loss = 1.4564e-02, PNorm = 351.4436, GNorm = 0.2794, lr_0 = 9.9674e-04
Validation prc-auc = 0.041519
Epoch 4923
Loss = 2.3878e-02, PNorm = 351.4803, GNorm = 0.8638, lr_0 = 9.9674e-04
Validation prc-auc = 0.039136
Epoch 4924
Loss = 4.9211e-02, PNorm = 351.5191, GNorm = 1.9314, lr_0 = 9.9674e-04
Validation prc-auc = 0.036628
Epoch 4925
Loss = 6.5910e-02, PNorm = 351.5626, GNorm = 2.3533, lr_0 = 9.9674e-04
Validation prc-auc = 0.039271
Epoch 4926
Loss = 7.2472e-02, PNorm = 351.6018, GNorm = 0.2157, lr_0 = 9.9673e-04
Validation prc-auc = 0.042276
Epoch 4927
Loss = 1.1343e-01, PNorm = 351.6375, GNorm = 4.0268, lr_0 = 9.9673e-04
Validation prc-auc = 0.043294
Epoch 4928
Loss = 3.4529e-02, PNorm = 351.6827, GNorm = 1.2736, lr_0 = 9.9673e-04
Validation prc-auc = 0.056899
Epoch 4929
Loss = 1.1404e-01, PNorm = 351.7192, GNorm = 1.1854, lr_0 = 9.9673e-04
Loss = 3.5441e-02, PNorm = 351.7482, GNorm = 1.8875, lr_0 = 9.9673e-04
Validation prc-auc = 0.055713
Epoch 4930
Loss = 3.3667e-02, PNorm = 351.7799, GNorm = 0.0987, lr_0 = 9.9673e-04
Validation prc-auc = 0.059075
Epoch 4931
Loss = 4.3768e-02, PNorm = 351.8040, GNorm = 0.3208, lr_0 = 9.9673e-04
Validation prc-auc = 0.055303
Epoch 4932
Loss = 2.7495e-02, PNorm = 351.8298, GNorm = 0.4499, lr_0 = 9.9673e-04
Validation prc-auc = 0.060149
Epoch 4933
Loss = 2.2309e-02, PNorm = 351.8620, GNorm = 0.0658, lr_0 = 9.9673e-04
Validation prc-auc = 0.055791
Epoch 4934
Loss = 6.1216e-03, PNorm = 351.8975, GNorm = 0.1124, lr_0 = 9.9673e-04
Validation prc-auc = 0.055020
Epoch 4935
Loss = 1.0773e-02, PNorm = 351.9218, GNorm = 1.8239, lr_0 = 9.9673e-04
Validation prc-auc = 0.050319
Epoch 4936
Loss = 3.0251e-02, PNorm = 351.9440, GNorm = 0.4866, lr_0 = 9.9673e-04
Validation prc-auc = 0.055166
Epoch 4937
Loss = 2.8803e-02, PNorm = 351.9754, GNorm = 0.7916, lr_0 = 9.9673e-04
Validation prc-auc = 0.056192
Epoch 4938
Loss = 5.7680e-02, PNorm = 352.0172, GNorm = 0.4776, lr_0 = 9.9673e-04
Validation prc-auc = 0.057278
Epoch 4939
Loss = 1.1210e-02, PNorm = 352.0547, GNorm = 0.3578, lr_0 = 9.9673e-04
Loss = 2.3221e-02, PNorm = 352.0851, GNorm = 0.3780, lr_0 = 9.9672e-04
Validation prc-auc = 0.052073
Epoch 4940
Loss = 2.1921e-02, PNorm = 352.1087, GNorm = 1.3762, lr_0 = 9.9672e-04
Validation prc-auc = 0.048816
Epoch 4941
Loss = 2.6849e-02, PNorm = 352.1406, GNorm = 0.6644, lr_0 = 9.9672e-04
Validation prc-auc = 0.049890
Epoch 4942
Loss = 2.9785e-02, PNorm = 352.1704, GNorm = 0.8248, lr_0 = 9.9672e-04
Validation prc-auc = 0.050123
Epoch 4943
Loss = 5.1328e-02, PNorm = 352.2067, GNorm = 1.4289, lr_0 = 9.9672e-04
Validation prc-auc = 0.056579
Epoch 4944
Loss = 2.5493e-02, PNorm = 352.2518, GNorm = 0.4671, lr_0 = 9.9672e-04
Validation prc-auc = 0.056531
Epoch 4945
Loss = 2.0894e-02, PNorm = 352.2864, GNorm = 1.7324, lr_0 = 9.9672e-04
Validation prc-auc = 0.056366
Epoch 4946
Loss = 2.2481e-02, PNorm = 352.3205, GNorm = 0.2449, lr_0 = 9.9672e-04
Validation prc-auc = 0.053892
Epoch 4947
Loss = 8.0816e-03, PNorm = 352.3470, GNorm = 1.3910, lr_0 = 9.9672e-04
Validation prc-auc = 0.054781
Epoch 4948
Loss = 9.7795e-02, PNorm = 352.3617, GNorm = 1.1484, lr_0 = 9.9672e-04
Validation prc-auc = 0.055146
Epoch 4949
Loss = 1.0343e-02, PNorm = 352.3803, GNorm = 0.6094, lr_0 = 9.9672e-04
Loss = 3.6452e-02, PNorm = 352.4036, GNorm = 1.1697, lr_0 = 9.9672e-04
Validation prc-auc = 0.053862
Epoch 4950
Loss = 1.2215e-02, PNorm = 352.4272, GNorm = 0.2796, lr_0 = 9.9672e-04
Validation prc-auc = 0.052326
Epoch 4951
Loss = 2.3844e-02, PNorm = 352.4483, GNorm = 1.8711, lr_0 = 9.9672e-04
Validation prc-auc = 0.057237
Epoch 4952
Loss = 1.0739e-02, PNorm = 352.4813, GNorm = 0.1271, lr_0 = 9.9671e-04
Validation prc-auc = 0.056441
Epoch 4953
Loss = 1.5867e-02, PNorm = 352.5066, GNorm = 0.0746, lr_0 = 9.9671e-04
Validation prc-auc = 0.056954
Epoch 4954
Loss = 1.2835e-02, PNorm = 352.5296, GNorm = 0.0390, lr_0 = 9.9671e-04
Validation prc-auc = 0.059780
Epoch 4955
Loss = 1.0268e-02, PNorm = 352.5459, GNorm = 0.8481, lr_0 = 9.9671e-04
Validation prc-auc = 0.058517
Epoch 4956
Loss = 2.0291e-02, PNorm = 352.5614, GNorm = 1.0600, lr_0 = 9.9671e-04
Validation prc-auc = 0.056804
Epoch 4957
Loss = 8.6641e-03, PNorm = 352.5872, GNorm = 0.3697, lr_0 = 9.9671e-04
Validation prc-auc = 0.058756
Epoch 4958
Loss = 7.3908e-03, PNorm = 352.6190, GNorm = 0.1938, lr_0 = 9.9671e-04
Validation prc-auc = 0.056364
Epoch 4959
Loss = 7.1713e-03, PNorm = 352.6476, GNorm = 0.3151, lr_0 = 9.9671e-04
Loss = 2.2851e-02, PNorm = 352.6749, GNorm = 0.1179, lr_0 = 9.9671e-04
Validation prc-auc = 0.053567
Epoch 4960
Loss = 1.6725e-02, PNorm = 352.6933, GNorm = 0.9683, lr_0 = 9.9671e-04
Validation prc-auc = 0.060065
Epoch 4961
Loss = 1.9235e-02, PNorm = 352.7072, GNorm = 0.2462, lr_0 = 9.9671e-04
Validation prc-auc = 0.060428
Epoch 4962
Loss = 1.1396e-02, PNorm = 352.7236, GNorm = 0.0285, lr_0 = 9.9671e-04
Validation prc-auc = 0.062358
Epoch 4963
Loss = 6.1217e-03, PNorm = 352.7359, GNorm = 0.1266, lr_0 = 9.9671e-04
Validation prc-auc = 0.066749
Epoch 4964
Loss = 3.3165e-02, PNorm = 352.7463, GNorm = 2.1764, lr_0 = 9.9671e-04
Validation prc-auc = 0.078577
Epoch 4965
Loss = 2.2580e-02, PNorm = 352.7647, GNorm = 0.0635, lr_0 = 9.9671e-04
Validation prc-auc = 0.070231
Epoch 4966
Loss = 3.3751e-02, PNorm = 352.7885, GNorm = 1.3230, lr_0 = 9.9670e-04
Validation prc-auc = 0.058625
Epoch 4967
Loss = 1.3118e-02, PNorm = 352.8254, GNorm = 1.0432, lr_0 = 9.9670e-04
Validation prc-auc = 0.066481
Epoch 4968
Loss = 1.2609e-02, PNorm = 352.8745, GNorm = 0.3059, lr_0 = 9.9670e-04
Validation prc-auc = 0.070622
Epoch 4969
Loss = 6.1782e-02, PNorm = 352.9138, GNorm = 3.3789, lr_0 = 9.9670e-04
Loss = 1.2750e-02, PNorm = 352.9510, GNorm = 0.6515, lr_0 = 9.9670e-04
Validation prc-auc = 0.066500
Epoch 4970
Loss = 4.8856e-02, PNorm = 352.9782, GNorm = 0.1898, lr_0 = 9.9670e-04
Validation prc-auc = 0.064468
Epoch 4971
Loss = 2.7537e-02, PNorm = 353.0077, GNorm = 1.5360, lr_0 = 9.9670e-04
Validation prc-auc = 0.064402
Epoch 4972
Loss = 1.5252e-02, PNorm = 353.0305, GNorm = 0.0848, lr_0 = 9.9670e-04
Validation prc-auc = 0.065000
Epoch 4973
Loss = 1.6652e-02, PNorm = 353.0476, GNorm = 2.0694, lr_0 = 9.9670e-04
Validation prc-auc = 0.066868
Epoch 4974
Loss = 6.1767e-02, PNorm = 353.0668, GNorm = 1.0602, lr_0 = 9.9670e-04
Validation prc-auc = 0.061439
Epoch 4975
Loss = 2.5210e-02, PNorm = 353.1157, GNorm = 0.1964, lr_0 = 9.9670e-04
Validation prc-auc = 0.054393
Epoch 4976
Loss = 2.6980e-02, PNorm = 353.1599, GNorm = 1.6891, lr_0 = 9.9670e-04
Validation prc-auc = 0.055623
Epoch 4977
Loss = 5.2944e-03, PNorm = 353.1935, GNorm = 0.4031, lr_0 = 9.9670e-04
Validation prc-auc = 0.059852
Epoch 4978
Loss = 1.7025e-02, PNorm = 353.2210, GNorm = 0.9604, lr_0 = 9.9670e-04
Validation prc-auc = 0.073040
Epoch 4979
Loss = 1.6704e-02, PNorm = 353.2476, GNorm = 1.0916, lr_0 = 9.9670e-04
Loss = 5.3130e-02, PNorm = 353.2761, GNorm = 1.1346, lr_0 = 9.9669e-04
Validation prc-auc = 0.063514
Epoch 4980
Loss = 4.5908e-02, PNorm = 353.3190, GNorm = 1.8247, lr_0 = 9.9669e-04
Validation prc-auc = 0.069810
Epoch 4981
Loss = 2.4186e-02, PNorm = 353.3624, GNorm = 0.0474, lr_0 = 9.9669e-04
Validation prc-auc = 0.075632
Epoch 4982
Loss = 1.4024e-02, PNorm = 353.3960, GNorm = 0.3383, lr_0 = 9.9669e-04
Validation prc-auc = 0.074921
Epoch 4983
Loss = 1.2828e-02, PNorm = 353.4147, GNorm = 1.5661, lr_0 = 9.9669e-04
Validation prc-auc = 0.076532
Epoch 4984
Loss = 2.7127e-02, PNorm = 353.4299, GNorm = 0.0340, lr_0 = 9.9669e-04
Validation prc-auc = 0.069930
Epoch 4985
Loss = 3.2728e-02, PNorm = 353.4497, GNorm = 2.9340, lr_0 = 9.9669e-04
Validation prc-auc = 0.076386
Epoch 4986
Loss = 2.0205e-02, PNorm = 353.4785, GNorm = 2.0662, lr_0 = 9.9669e-04
Validation prc-auc = 0.078216
Epoch 4987
Loss = 2.3586e-02, PNorm = 353.5138, GNorm = 0.0801, lr_0 = 9.9669e-04
Validation prc-auc = 0.082809
Epoch 4988
Loss = 2.8101e-02, PNorm = 353.5470, GNorm = 0.4133, lr_0 = 9.9669e-04
Validation prc-auc = 0.083044
Epoch 4989
Loss = 1.0883e-03, PNorm = 353.5776, GNorm = 0.0492, lr_0 = 9.9669e-04
Loss = 3.8753e-02, PNorm = 353.6055, GNorm = 2.4458, lr_0 = 9.9669e-04
Validation prc-auc = 0.080767
Epoch 4990
Loss = 3.2637e-02, PNorm = 353.6364, GNorm = 0.0862, lr_0 = 9.9669e-04
Validation prc-auc = 0.075359
Epoch 4991
Loss = 5.0648e-03, PNorm = 353.6636, GNorm = 0.4186, lr_0 = 9.9669e-04
Validation prc-auc = 0.074953
Epoch 4992
Loss = 2.1763e-02, PNorm = 353.6839, GNorm = 2.5563, lr_0 = 9.9668e-04
Validation prc-auc = 0.075327
Epoch 4993
Loss = 2.2875e-02, PNorm = 353.7082, GNorm = 2.5645, lr_0 = 9.9668e-04
Validation prc-auc = 0.076382
Epoch 4994
Loss = 1.0799e-02, PNorm = 353.7293, GNorm = 0.2202, lr_0 = 9.9668e-04
Validation prc-auc = 0.080570
Epoch 4995
Loss = 1.4008e-02, PNorm = 353.7517, GNorm = 0.0279, lr_0 = 9.9668e-04
Validation prc-auc = 0.079087
Epoch 4996
Loss = 3.4172e-02, PNorm = 353.7811, GNorm = 0.1114, lr_0 = 9.9668e-04
Validation prc-auc = 0.076531
Epoch 4997
Loss = 9.6133e-03, PNorm = 353.8113, GNorm = 0.0612, lr_0 = 9.9668e-04
Validation prc-auc = 0.078394
Epoch 4998
Loss = 6.7446e-03, PNorm = 353.8464, GNorm = 0.4667, lr_0 = 9.9668e-04
Validation prc-auc = 0.078227
Epoch 4999
Loss = 1.0578e-02, PNorm = 353.8773, GNorm = 0.5913, lr_0 = 9.9668e-04
Loss = 5.5710e-02, PNorm = 353.9117, GNorm = 1.9719, lr_0 = 9.9668e-04
Validation prc-auc = 0.069887
Epoch 5000
Loss = 5.7488e-02, PNorm = 353.9554, GNorm = 0.3682, lr_0 = 9.9668e-04
Validation prc-auc = 0.061654
Epoch 5001
Loss = 6.4910e-02, PNorm = 354.0034, GNorm = 1.0877, lr_0 = 9.9668e-04
Validation prc-auc = 0.048152
Epoch 5002
Loss = 3.2006e-02, PNorm = 354.0519, GNorm = 0.2827, lr_0 = 9.9668e-04
Validation prc-auc = 0.059148
Epoch 5003
Loss = 3.5813e-02, PNorm = 354.0990, GNorm = 0.5955, lr_0 = 9.9668e-04
Validation prc-auc = 0.061652
Epoch 5004
Loss = 4.2455e-02, PNorm = 354.1411, GNorm = 0.3133, lr_0 = 9.9668e-04
Validation prc-auc = 0.063893
Epoch 5005
Loss = 3.0067e-02, PNorm = 354.1777, GNorm = 0.7440, lr_0 = 9.9668e-04
Validation prc-auc = 0.064296
Epoch 5006
Loss = 3.2339e-02, PNorm = 354.2091, GNorm = 0.1082, lr_0 = 9.9667e-04
Validation prc-auc = 0.068049
Epoch 5007
Loss = 5.7343e-02, PNorm = 354.2394, GNorm = 0.9301, lr_0 = 9.9667e-04
Validation prc-auc = 0.066101
Epoch 5008
Loss = 9.4977e-03, PNorm = 354.2710, GNorm = 0.2997, lr_0 = 9.9667e-04
Validation prc-auc = 0.061814
Epoch 5009
Loss = 1.6409e-02, PNorm = 354.3054, GNorm = 0.5152, lr_0 = 9.9667e-04
Loss = 1.9539e-02, PNorm = 354.3397, GNorm = 0.1671, lr_0 = 9.9667e-04
Validation prc-auc = 0.064904
Epoch 5010
Loss = 6.1757e-02, PNorm = 354.3721, GNorm = 1.5065, lr_0 = 9.9667e-04
Validation prc-auc = 0.061928
Epoch 5011
Loss = 5.4748e-02, PNorm = 354.4106, GNorm = 0.5961, lr_0 = 9.9667e-04
Validation prc-auc = 0.053925
Epoch 5012
Loss = 4.5926e-02, PNorm = 354.4617, GNorm = 0.1756, lr_0 = 9.9667e-04
Validation prc-auc = 0.062126
Epoch 5013
Loss = 2.7211e-02, PNorm = 354.5053, GNorm = 0.4370, lr_0 = 9.9667e-04
Validation prc-auc = 0.071168
Epoch 5014
Loss = 4.3176e-02, PNorm = 354.5362, GNorm = 0.8161, lr_0 = 9.9667e-04
Validation prc-auc = 0.065379
Epoch 5015
Loss = 4.9476e-02, PNorm = 354.5658, GNorm = 1.8269, lr_0 = 9.9667e-04
Validation prc-auc = 0.054809
Epoch 5016
Loss = 4.8944e-02, PNorm = 354.6003, GNorm = 0.6591, lr_0 = 9.9667e-04
Validation prc-auc = 0.028590
Epoch 5017
Loss = 1.0437e-01, PNorm = 354.6457, GNorm = 1.8051, lr_0 = 9.9667e-04
Validation prc-auc = 0.024386
Epoch 5018
Loss = 2.5878e-02, PNorm = 354.6866, GNorm = 2.1412, lr_0 = 9.9667e-04
Validation prc-auc = 0.021635
Epoch 5019
Loss = 1.7777e-03, PNorm = 354.7218, GNorm = 0.0673, lr_0 = 9.9666e-04
Loss = 1.8342e-02, PNorm = 354.7530, GNorm = 2.0191, lr_0 = 9.9666e-04
Validation prc-auc = 0.028245
Epoch 5020
Loss = 6.1377e-02, PNorm = 354.7902, GNorm = 1.1339, lr_0 = 9.9666e-04
Validation prc-auc = 0.040161
Epoch 5021
Loss = 2.0781e-02, PNorm = 354.8382, GNorm = 3.5193, lr_0 = 9.9666e-04
Validation prc-auc = 0.044289
Epoch 5022
Loss = 1.0453e-01, PNorm = 354.8883, GNorm = 0.3594, lr_0 = 9.9666e-04
Validation prc-auc = 0.053297
Epoch 5023
Loss = 2.1212e-02, PNorm = 354.9452, GNorm = 0.3995, lr_0 = 9.9666e-04
Validation prc-auc = 0.063770
Epoch 5024
Loss = 3.8095e-02, PNorm = 354.9828, GNorm = 1.9864, lr_0 = 9.9666e-04
Validation prc-auc = 0.069500
Epoch 5025
Loss = 2.0720e-02, PNorm = 355.0189, GNorm = 1.5480, lr_0 = 9.9666e-04
Validation prc-auc = 0.068824
Epoch 5026
Loss = 8.4409e-03, PNorm = 355.0491, GNorm = 0.8995, lr_0 = 9.9666e-04
Validation prc-auc = 0.067543
Epoch 5027
Loss = 5.2912e-02, PNorm = 355.0765, GNorm = 1.1207, lr_0 = 9.9666e-04
Validation prc-auc = 0.067291
Epoch 5028
Loss = 2.1257e-02, PNorm = 355.1186, GNorm = 0.9803, lr_0 = 9.9666e-04
Validation prc-auc = 0.065161
Epoch 5029
Loss = 3.4031e-02, PNorm = 355.1612, GNorm = 1.1274, lr_0 = 9.9666e-04
Loss = 4.2789e-02, PNorm = 355.1958, GNorm = 0.6148, lr_0 = 9.9666e-04
Validation prc-auc = 0.064261
Epoch 5030
Loss = 7.4937e-02, PNorm = 355.2299, GNorm = 0.8698, lr_0 = 9.9666e-04
Validation prc-auc = 0.066962
Epoch 5031
Loss = 2.6017e-02, PNorm = 355.2655, GNorm = 0.2108, lr_0 = 9.9666e-04
Validation prc-auc = 0.066220
Epoch 5032
Loss = 4.6421e-02, PNorm = 355.2914, GNorm = 3.1093, lr_0 = 9.9665e-04
Validation prc-auc = 0.061637
Epoch 5033
Loss = 1.2945e-02, PNorm = 355.3192, GNorm = 0.6101, lr_0 = 9.9665e-04
Validation prc-auc = 0.061426
Epoch 5034
Loss = 2.0476e-02, PNorm = 355.3413, GNorm = 0.9315, lr_0 = 9.9665e-04
Validation prc-auc = 0.064775
Epoch 5035
Loss = 1.0327e-02, PNorm = 355.3619, GNorm = 0.1560, lr_0 = 9.9665e-04
Validation prc-auc = 0.066977
Epoch 5036
Loss = 1.1797e-02, PNorm = 355.3751, GNorm = 0.2397, lr_0 = 9.9665e-04
Validation prc-auc = 0.063753
Epoch 5037
Loss = 1.0319e-02, PNorm = 355.3949, GNorm = 0.2406, lr_0 = 9.9665e-04
Validation prc-auc = 0.055327
Epoch 5038
Loss = 8.1478e-03, PNorm = 355.4197, GNorm = 0.9163, lr_0 = 9.9665e-04
Validation prc-auc = 0.060987
Epoch 5039
Loss = 2.0539e-01, PNorm = 355.4508, GNorm = 2.5743, lr_0 = 9.9665e-04
Loss = 4.7944e-02, PNorm = 355.4874, GNorm = 2.0054, lr_0 = 9.9665e-04
Validation prc-auc = 0.062445
Epoch 5040
Loss = 3.1322e-02, PNorm = 355.5313, GNorm = 0.8289, lr_0 = 9.9665e-04
Validation prc-auc = 0.061121
Epoch 5041
Loss = 3.5365e-02, PNorm = 355.5725, GNorm = 0.8796, lr_0 = 9.9665e-04
Validation prc-auc = 0.060571
Epoch 5042
Loss = 3.0318e-02, PNorm = 355.6143, GNorm = 1.3880, lr_0 = 9.9665e-04
Validation prc-auc = 0.062111
Epoch 5043
Loss = 1.5538e-02, PNorm = 355.6538, GNorm = 0.2370, lr_0 = 9.9665e-04
Validation prc-auc = 0.057651
Epoch 5044
Loss = 1.5069e-02, PNorm = 355.6826, GNorm = 0.8490, lr_0 = 9.9665e-04
Validation prc-auc = 0.064098
Epoch 5045
Loss = 3.6810e-02, PNorm = 355.7061, GNorm = 1.1941, lr_0 = 9.9664e-04
Validation prc-auc = 0.053810
Epoch 5046
Loss = 2.6120e-02, PNorm = 355.7392, GNorm = 0.6835, lr_0 = 9.9664e-04
Validation prc-auc = 0.049642
Epoch 5047
Loss = 1.4279e-02, PNorm = 355.7768, GNorm = 1.0608, lr_0 = 9.9664e-04
Validation prc-auc = 0.054547
Epoch 5048
Loss = 6.3700e-02, PNorm = 355.8070, GNorm = 1.9928, lr_0 = 9.9664e-04
Validation prc-auc = 0.057250
Epoch 5049
Loss = 5.7915e-02, PNorm = 355.8467, GNorm = 2.8288, lr_0 = 9.9664e-04
Loss = 5.0602e-02, PNorm = 355.8955, GNorm = 0.2188, lr_0 = 9.9664e-04
Validation prc-auc = 0.038817
Epoch 5050
Loss = 2.5171e-02, PNorm = 355.9368, GNorm = 0.7726, lr_0 = 9.9664e-04
Validation prc-auc = 0.046949
Epoch 5051
Loss = 1.1997e-02, PNorm = 355.9671, GNorm = 0.0695, lr_0 = 9.9664e-04
Validation prc-auc = 0.053269
Epoch 5052
Loss = 1.1945e-02, PNorm = 355.9914, GNorm = 0.9286, lr_0 = 9.9664e-04
Validation prc-auc = 0.047597
Epoch 5053
Loss = 2.6554e-02, PNorm = 356.0131, GNorm = 0.2648, lr_0 = 9.9664e-04
Validation prc-auc = 0.056671
Epoch 5054
Loss = 2.4139e-02, PNorm = 356.0372, GNorm = 0.0629, lr_0 = 9.9664e-04
Validation prc-auc = 0.056253
Epoch 5055
Loss = 1.8129e-02, PNorm = 356.0590, GNorm = 0.5511, lr_0 = 9.9664e-04
Validation prc-auc = 0.058708
Epoch 5056
Loss = 2.0422e-02, PNorm = 356.0806, GNorm = 0.3390, lr_0 = 9.9664e-04
Validation prc-auc = 0.058450
Epoch 5057
Loss = 3.7995e-02, PNorm = 356.1073, GNorm = 0.6759, lr_0 = 9.9664e-04
Validation prc-auc = 0.046247
Epoch 5058
Loss = 5.0565e-02, PNorm = 356.1320, GNorm = 1.6276, lr_0 = 9.9664e-04
Validation prc-auc = 0.041874
Epoch 5059
Loss = 6.1037e-03, PNorm = 356.1631, GNorm = 0.3423, lr_0 = 9.9663e-04
Loss = 2.8868e-02, PNorm = 356.1997, GNorm = 1.3965, lr_0 = 9.9663e-04
Validation prc-auc = 0.047634
Epoch 5060
Loss = 2.9032e-02, PNorm = 356.2286, GNorm = 1.1573, lr_0 = 9.9663e-04
Validation prc-auc = 0.050422
Epoch 5061
Loss = 3.9740e-02, PNorm = 356.2535, GNorm = 0.9629, lr_0 = 9.9663e-04
Validation prc-auc = 0.061730
Epoch 5062
Loss = 2.4857e-02, PNorm = 356.2773, GNorm = 0.0904, lr_0 = 9.9663e-04
Validation prc-auc = 0.063779
Epoch 5063
Loss = 4.7754e-02, PNorm = 356.3062, GNorm = 0.1150, lr_0 = 9.9663e-04
Validation prc-auc = 0.055659
Epoch 5064
Loss = 3.8979e-02, PNorm = 356.3347, GNorm = 0.8987, lr_0 = 9.9663e-04
Validation prc-auc = 0.064320
Epoch 5065
Loss = 5.0741e-02, PNorm = 356.3729, GNorm = 1.4268, lr_0 = 9.9663e-04
Validation prc-auc = 0.050840
Epoch 5066
Loss = 4.0516e-02, PNorm = 356.4230, GNorm = 1.1220, lr_0 = 9.9663e-04
Validation prc-auc = 0.051276
Epoch 5067
Loss = 3.8670e-02, PNorm = 356.4657, GNorm = 0.5389, lr_0 = 9.9663e-04
Validation prc-auc = 0.053880
Epoch 5068
Loss = 6.5113e-02, PNorm = 356.4989, GNorm = 1.0647, lr_0 = 9.9663e-04
Validation prc-auc = 0.044706
Epoch 5069
Loss = 2.0765e-02, PNorm = 356.5287, GNorm = 0.6905, lr_0 = 9.9663e-04
Loss = 3.7819e-02, PNorm = 356.5528, GNorm = 5.0544, lr_0 = 9.9663e-04
Validation prc-auc = 0.048690
Epoch 5070
Loss = 1.9080e-02, PNorm = 356.5769, GNorm = 0.4176, lr_0 = 9.9663e-04
Validation prc-auc = 0.073625
Epoch 5071
Loss = 4.0097e-02, PNorm = 356.5979, GNorm = 2.1592, lr_0 = 9.9663e-04
Validation prc-auc = 0.073148
Epoch 5072
Loss = 4.8040e-02, PNorm = 356.6131, GNorm = 0.4446, lr_0 = 9.9662e-04
Validation prc-auc = 0.055127
Epoch 5073
Loss = 2.4398e-02, PNorm = 356.6307, GNorm = 2.0882, lr_0 = 9.9662e-04
Validation prc-auc = 0.041172
Epoch 5074
Loss = 2.9061e-02, PNorm = 356.6512, GNorm = 0.3968, lr_0 = 9.9662e-04
Validation prc-auc = 0.043866
Epoch 5075
Loss = 3.6867e-02, PNorm = 356.6703, GNorm = 0.0984, lr_0 = 9.9662e-04
Validation prc-auc = 0.052768
Epoch 5076
Loss = 3.5797e-02, PNorm = 356.6909, GNorm = 0.2140, lr_0 = 9.9662e-04
Validation prc-auc = 0.055714
Epoch 5077
Loss = 2.8889e-02, PNorm = 356.7166, GNorm = 0.8522, lr_0 = 9.9662e-04
Validation prc-auc = 0.054850
Epoch 5078
Loss = 3.0991e-02, PNorm = 356.7396, GNorm = 0.6542, lr_0 = 9.9662e-04
Validation prc-auc = 0.079070
Epoch 5079
Loss = 6.0195e-02, PNorm = 356.7654, GNorm = 1.8342, lr_0 = 9.9662e-04
Loss = 6.0629e-02, PNorm = 356.7979, GNorm = 11.0901, lr_0 = 9.9662e-04
Validation prc-auc = 0.055613
Epoch 5080
Loss = 5.1402e-02, PNorm = 356.8340, GNorm = 0.3326, lr_0 = 9.9662e-04
Validation prc-auc = 0.038734
Epoch 5081
Loss = 4.3828e-02, PNorm = 356.8667, GNorm = 2.0645, lr_0 = 9.9662e-04
Validation prc-auc = 0.035677
Epoch 5082
Loss = 1.3392e-02, PNorm = 356.8966, GNorm = 0.6002, lr_0 = 9.9662e-04
Validation prc-auc = 0.041156
Epoch 5083
Loss = 8.1196e-03, PNorm = 356.9183, GNorm = 0.0263, lr_0 = 9.9662e-04
Validation prc-auc = 0.050100
Epoch 5084
Loss = 3.5548e-02, PNorm = 356.9375, GNorm = 2.5488, lr_0 = 9.9662e-04
Validation prc-auc = 0.047843
Epoch 5085
Loss = 2.2428e-02, PNorm = 356.9672, GNorm = 0.3776, lr_0 = 9.9661e-04
Validation prc-auc = 0.047534
Epoch 5086
Loss = 5.5963e-02, PNorm = 357.0066, GNorm = 0.9153, lr_0 = 9.9661e-04
Validation prc-auc = 0.037003
Epoch 5087
Loss = 8.2103e-02, PNorm = 357.0499, GNorm = 1.0886, lr_0 = 9.9661e-04
Validation prc-auc = 0.039433
Epoch 5088
Loss = 1.4691e-02, PNorm = 357.0967, GNorm = 0.4047, lr_0 = 9.9661e-04
Validation prc-auc = 0.042252
Epoch 5089
Loss = 1.2966e-02, PNorm = 357.1427, GNorm = 0.5234, lr_0 = 9.9661e-04
Loss = 3.7427e-02, PNorm = 357.1821, GNorm = 0.9047, lr_0 = 9.9661e-04
Validation prc-auc = 0.050054
Epoch 5090
Loss = 3.6541e-02, PNorm = 357.2229, GNorm = 1.4432, lr_0 = 9.9661e-04
Validation prc-auc = 0.054367
Epoch 5091
Loss = 3.4228e-02, PNorm = 357.2668, GNorm = 0.8143, lr_0 = 9.9661e-04
Validation prc-auc = 0.056731
Epoch 5092
Loss = 7.0944e-02, PNorm = 357.3096, GNorm = 3.8931, lr_0 = 9.9661e-04
Validation prc-auc = 0.050031
Epoch 5093
Loss = 2.8062e-02, PNorm = 357.3551, GNorm = 2.0690, lr_0 = 9.9661e-04
Validation prc-auc = 0.042241
Epoch 5094
Loss = 3.1673e-02, PNorm = 357.3926, GNorm = 0.2094, lr_0 = 9.9661e-04
Validation prc-auc = 0.045211
Epoch 5095
Loss = 2.2197e-02, PNorm = 357.4238, GNorm = 0.2966, lr_0 = 9.9661e-04
Validation prc-auc = 0.052482
Epoch 5096
Loss = 9.6198e-03, PNorm = 357.4509, GNorm = 0.0684, lr_0 = 9.9661e-04
Validation prc-auc = 0.056267
Epoch 5097
Loss = 1.3667e-02, PNorm = 357.4722, GNorm = 0.7459, lr_0 = 9.9661e-04
Validation prc-auc = 0.055324
Epoch 5098
Loss = 6.9337e-02, PNorm = 357.4974, GNorm = 1.8126, lr_0 = 9.9661e-04
Validation prc-auc = 0.048569
Epoch 5099
Loss = 6.4514e-02, PNorm = 357.5242, GNorm = 2.3081, lr_0 = 9.9660e-04
Loss = 2.6388e-02, PNorm = 357.5563, GNorm = 1.0786, lr_0 = 9.9660e-04
Validation prc-auc = 0.049788
Epoch 5100
Loss = 1.5926e-02, PNorm = 357.5867, GNorm = 0.4277, lr_0 = 9.9660e-04
Validation prc-auc = 0.053977
Epoch 5101
Loss = 4.7946e-02, PNorm = 357.6158, GNorm = 2.8501, lr_0 = 9.9660e-04
Validation prc-auc = 0.054590
Epoch 5102
Loss = 1.3131e-02, PNorm = 357.6501, GNorm = 0.2412, lr_0 = 9.9660e-04
Validation prc-auc = 0.036469
Epoch 5103
Loss = 1.4259e-02, PNorm = 357.6729, GNorm = 2.7878, lr_0 = 9.9660e-04
Validation prc-auc = 0.041288
Epoch 5104
Loss = 7.1472e-02, PNorm = 357.7006, GNorm = 2.2189, lr_0 = 9.9660e-04
Validation prc-auc = 0.035710
Epoch 5105
Loss = 1.1271e-02, PNorm = 357.7412, GNorm = 0.1400, lr_0 = 9.9660e-04
Validation prc-auc = 0.040534
Epoch 5106
Loss = 8.2393e-02, PNorm = 357.7818, GNorm = 4.0312, lr_0 = 9.9660e-04
Validation prc-auc = 0.047742
Epoch 5107
Loss = 5.2445e-02, PNorm = 357.8262, GNorm = 2.9343, lr_0 = 9.9660e-04
Validation prc-auc = 0.054689
Epoch 5108
Loss = 4.9626e-03, PNorm = 357.8847, GNorm = 0.1049, lr_0 = 9.9660e-04
Validation prc-auc = 0.044180
Epoch 5109
Loss = 4.9440e-02, PNorm = 357.9477, GNorm = 2.1888, lr_0 = 9.9660e-04
Loss = 4.9017e-02, PNorm = 358.0104, GNorm = 2.9337, lr_0 = 9.9660e-04
Validation prc-auc = 0.041003
Epoch 5110
Loss = 2.6578e-02, PNorm = 358.0610, GNorm = 0.0872, lr_0 = 9.9660e-04
Validation prc-auc = 0.051091
Epoch 5111
Loss = 2.9145e-02, PNorm = 358.1065, GNorm = 2.3529, lr_0 = 9.9659e-04
Validation prc-auc = 0.053079
Epoch 5112
Loss = 2.3118e-02, PNorm = 358.1451, GNorm = 1.2555, lr_0 = 9.9659e-04
Validation prc-auc = 0.057492
Epoch 5113
Loss = 6.9937e-02, PNorm = 358.1880, GNorm = 2.4523, lr_0 = 9.9659e-04
Validation prc-auc = 0.057948
Epoch 5114
Loss = 2.0184e-02, PNorm = 358.2475, GNorm = 0.3235, lr_0 = 9.9659e-04
Validation prc-auc = 0.055905
Epoch 5115
Loss = 9.5394e-02, PNorm = 358.2983, GNorm = 4.8446, lr_0 = 9.9659e-04
Validation prc-auc = 0.050132
Epoch 5116
Loss = 8.1891e-02, PNorm = 358.3597, GNorm = 4.9331, lr_0 = 9.9659e-04
Validation prc-auc = 0.065640
Epoch 5117
Loss = 4.8267e-02, PNorm = 358.4296, GNorm = 2.2214, lr_0 = 9.9659e-04
Validation prc-auc = 0.067720
Epoch 5118
Loss = 2.2038e-02, PNorm = 358.4945, GNorm = 1.4360, lr_0 = 9.9659e-04
Validation prc-auc = 0.069799
Epoch 5119
Loss = 1.0366e-02, PNorm = 358.5375, GNorm = 0.2590, lr_0 = 9.9659e-04
Loss = 6.7296e-02, PNorm = 358.5753, GNorm = 0.1731, lr_0 = 9.9659e-04
Validation prc-auc = 0.068219
Epoch 5120
Loss = 2.7291e-02, PNorm = 358.6216, GNorm = 0.6039, lr_0 = 9.9659e-04
Validation prc-auc = 0.067281
Epoch 5121
Loss = 6.5580e-02, PNorm = 358.6545, GNorm = 0.3995, lr_0 = 9.9659e-04
Validation prc-auc = 0.057103
Epoch 5122
Loss = 3.3541e-02, PNorm = 358.6831, GNorm = 0.1548, lr_0 = 9.9659e-04
Validation prc-auc = 0.066155
Epoch 5123
Loss = 7.3681e-02, PNorm = 358.7154, GNorm = 1.7154, lr_0 = 9.9659e-04
Validation prc-auc = 0.055077
Epoch 5124
Loss = 2.0360e-02, PNorm = 358.7517, GNorm = 0.2535, lr_0 = 9.9659e-04
Validation prc-auc = 0.064992
Epoch 5125
Loss = 4.4593e-02, PNorm = 358.7801, GNorm = 1.4665, lr_0 = 9.9658e-04
Validation prc-auc = 0.063505
Epoch 5126
Loss = 3.1155e-02, PNorm = 358.8040, GNorm = 0.7856, lr_0 = 9.9658e-04
Validation prc-auc = 0.058153
Epoch 5127
Loss = 9.0803e-03, PNorm = 358.8324, GNorm = 0.0447, lr_0 = 9.9658e-04
Validation prc-auc = 0.055058
Epoch 5128
Loss = 1.5706e-02, PNorm = 358.8540, GNorm = 0.6677, lr_0 = 9.9658e-04
Validation prc-auc = 0.055660
Epoch 5129
Loss = 3.4495e-02, PNorm = 358.8771, GNorm = 1.5727, lr_0 = 9.9658e-04
Loss = 5.4964e-02, PNorm = 358.9134, GNorm = 0.3438, lr_0 = 9.9658e-04
Validation prc-auc = 0.048691
Epoch 5130
Loss = 3.5692e-02, PNorm = 358.9604, GNorm = 0.6508, lr_0 = 9.9658e-04
Validation prc-auc = 0.056289
Epoch 5131
Loss = 3.8614e-02, PNorm = 358.9983, GNorm = 1.4439, lr_0 = 9.9658e-04
Validation prc-auc = 0.051195
Epoch 5132
Loss = 5.6500e-02, PNorm = 359.0245, GNorm = 6.2850, lr_0 = 9.9658e-04
Validation prc-auc = 0.042386
Epoch 5133
Loss = 4.7966e-02, PNorm = 359.0577, GNorm = 3.3061, lr_0 = 9.9658e-04
Validation prc-auc = 0.052491
Epoch 5134
Loss = 1.5043e-02, PNorm = 359.0926, GNorm = 0.9128, lr_0 = 9.9658e-04
Validation prc-auc = 0.055632
Epoch 5135
Loss = 3.9669e-02, PNorm = 359.1216, GNorm = 1.7698, lr_0 = 9.9658e-04
Validation prc-auc = 0.056224
Epoch 5136
Loss = 9.7499e-03, PNorm = 359.1475, GNorm = 0.5746, lr_0 = 9.9658e-04
Validation prc-auc = 0.058766
Epoch 5137
Loss = 2.6677e-03, PNorm = 359.1710, GNorm = 0.1115, lr_0 = 9.9658e-04
Validation prc-auc = 0.058265
Epoch 5138
Loss = 3.9049e-02, PNorm = 359.1990, GNorm = 1.1437, lr_0 = 9.9657e-04
Validation prc-auc = 0.056533
Epoch 5139
Loss = 6.0825e-02, PNorm = 359.2350, GNorm = 2.1054, lr_0 = 9.9657e-04
Loss = 3.8945e-02, PNorm = 359.2713, GNorm = 0.4236, lr_0 = 9.9657e-04
Validation prc-auc = 0.060166
Epoch 5140
Loss = 1.2787e-02, PNorm = 359.3089, GNorm = 0.0742, lr_0 = 9.9657e-04
Validation prc-auc = 0.064968
Epoch 5141
Loss = 3.8410e-02, PNorm = 359.3348, GNorm = 0.4035, lr_0 = 9.9657e-04
Validation prc-auc = 0.064980
Epoch 5142
Loss = 6.8629e-03, PNorm = 359.3594, GNorm = 0.6977, lr_0 = 9.9657e-04
Validation prc-auc = 0.065158
Epoch 5143
Loss = 4.2237e-02, PNorm = 359.3785, GNorm = 4.0452, lr_0 = 9.9657e-04
Validation prc-auc = 0.067127
Epoch 5144
Loss = 1.9534e-02, PNorm = 359.4059, GNorm = 1.5595, lr_0 = 9.9657e-04
Validation prc-auc = 0.063332
Epoch 5145
Loss = 3.3525e-02, PNorm = 359.4325, GNorm = 0.4394, lr_0 = 9.9657e-04
Validation prc-auc = 0.060852
Epoch 5146
Loss = 3.0997e-02, PNorm = 359.4566, GNorm = 0.2189, lr_0 = 9.9657e-04
Validation prc-auc = 0.064310
Epoch 5147
Loss = 4.9033e-02, PNorm = 359.4846, GNorm = 2.9043, lr_0 = 9.9657e-04
Validation prc-auc = 0.068978
Epoch 5148
Loss = 2.6212e-03, PNorm = 359.5176, GNorm = 0.1391, lr_0 = 9.9657e-04
Validation prc-auc = 0.059127
Epoch 5149
Loss = 4.8693e-02, PNorm = 359.5478, GNorm = 1.0822, lr_0 = 9.9657e-04
Loss = 3.7563e-02, PNorm = 359.5837, GNorm = 0.3737, lr_0 = 9.9657e-04
Validation prc-auc = 0.048194
Epoch 5150
Loss = 6.9118e-02, PNorm = 359.6183, GNorm = 2.0029, lr_0 = 9.9657e-04
Validation prc-auc = 0.031174
Epoch 5151
Loss = 8.9264e-02, PNorm = 359.6701, GNorm = 0.8690, lr_0 = 9.9656e-04
Validation prc-auc = 0.035327
Epoch 5152
Loss = 3.4532e-02, PNorm = 359.7153, GNorm = 0.6291, lr_0 = 9.9656e-04
Validation prc-auc = 0.041847
Epoch 5153
Loss = 5.2049e-02, PNorm = 359.7488, GNorm = 0.1733, lr_0 = 9.9656e-04
Validation prc-auc = 0.045938
Epoch 5154
Loss = 2.2906e-02, PNorm = 359.7740, GNorm = 2.6890, lr_0 = 9.9656e-04
Validation prc-auc = 0.061419
Epoch 5155
Loss = 9.7079e-03, PNorm = 359.8024, GNorm = 0.5653, lr_0 = 9.9656e-04
Validation prc-auc = 0.060358
Epoch 5156
Loss = 1.3746e-02, PNorm = 359.8247, GNorm = 0.9835, lr_0 = 9.9656e-04
Validation prc-auc = 0.066172
Epoch 5157
Loss = 4.0063e-02, PNorm = 359.8461, GNorm = 1.8382, lr_0 = 9.9656e-04
Validation prc-auc = 0.061491
Epoch 5158
Loss = 8.4177e-03, PNorm = 359.8696, GNorm = 0.3215, lr_0 = 9.9656e-04
Validation prc-auc = 0.061026
Epoch 5159
Loss = 5.5871e-03, PNorm = 359.8878, GNorm = 0.3243, lr_0 = 9.9656e-04
Loss = 4.1869e-02, PNorm = 359.9057, GNorm = 0.0692, lr_0 = 9.9656e-04
Validation prc-auc = 0.061406
Epoch 5160
Loss = 3.0270e-02, PNorm = 359.9285, GNorm = 1.8539, lr_0 = 9.9656e-04
Validation prc-auc = 0.055843
Epoch 5161
Loss = 1.9398e-02, PNorm = 359.9517, GNorm = 1.1805, lr_0 = 9.9656e-04
Validation prc-auc = 0.058870
Epoch 5162
Loss = 2.2928e-02, PNorm = 359.9738, GNorm = 0.9014, lr_0 = 9.9656e-04
Validation prc-auc = 0.057989
Epoch 5163
Loss = 5.6281e-02, PNorm = 359.9886, GNorm = 1.8494, lr_0 = 9.9656e-04
Validation prc-auc = 0.058068
Epoch 5164
Loss = 2.5288e-02, PNorm = 360.0126, GNorm = 0.2392, lr_0 = 9.9656e-04
Validation prc-auc = 0.050388
Epoch 5165
Loss = 1.4568e-02, PNorm = 360.0423, GNorm = 0.0744, lr_0 = 9.9655e-04
Validation prc-auc = 0.054382
Epoch 5166
Loss = 2.0480e-02, PNorm = 360.0673, GNorm = 0.2285, lr_0 = 9.9655e-04
Validation prc-auc = 0.040781
Epoch 5167
Loss = 3.2991e-02, PNorm = 360.0864, GNorm = 0.8714, lr_0 = 9.9655e-04
Validation prc-auc = 0.046264
Epoch 5168
Loss = 2.7699e-02, PNorm = 360.1177, GNorm = 1.8023, lr_0 = 9.9655e-04
Validation prc-auc = 0.049324
Epoch 5169
Loss = 7.0006e-02, PNorm = 360.1538, GNorm = 2.2823, lr_0 = 9.9655e-04
Loss = 3.1296e-02, PNorm = 360.1914, GNorm = 0.1155, lr_0 = 9.9655e-04
Validation prc-auc = 0.056486
Epoch 5170
Loss = 2.7950e-02, PNorm = 360.2240, GNorm = 1.3541, lr_0 = 9.9655e-04
Validation prc-auc = 0.051888
Epoch 5171
Loss = 1.2799e-02, PNorm = 360.2489, GNorm = 0.4314, lr_0 = 9.9655e-04
Validation prc-auc = 0.044729
Epoch 5172
Loss = 3.6239e-02, PNorm = 360.2738, GNorm = 1.8515, lr_0 = 9.9655e-04
Validation prc-auc = 0.041407
Epoch 5173
Loss = 5.6641e-02, PNorm = 360.3089, GNorm = 1.8068, lr_0 = 9.9655e-04
Validation prc-auc = 0.049031
Epoch 5174
Loss = 2.3608e-02, PNorm = 360.3449, GNorm = 0.6863, lr_0 = 9.9655e-04
Validation prc-auc = 0.059016
Epoch 5175
Loss = 1.3258e-02, PNorm = 360.3738, GNorm = 1.2169, lr_0 = 9.9655e-04
Validation prc-auc = 0.060270
Epoch 5176
Loss = 6.4222e-02, PNorm = 360.3921, GNorm = 0.4657, lr_0 = 9.9655e-04
Validation prc-auc = 0.062338
Epoch 5177
Loss = 4.1301e-03, PNorm = 360.4089, GNorm = 0.2144, lr_0 = 9.9655e-04
Validation prc-auc = 0.069978
Epoch 5178
Loss = 3.2618e-02, PNorm = 360.4314, GNorm = 1.6356, lr_0 = 9.9654e-04
Validation prc-auc = 0.077953
Epoch 5179
Loss = 2.6861e-02, PNorm = 360.4580, GNorm = 1.7567, lr_0 = 9.9654e-04
Loss = 5.6740e-02, PNorm = 360.4940, GNorm = 2.6555, lr_0 = 9.9654e-04
Validation prc-auc = 0.070526
Epoch 5180
Loss = 4.6182e-02, PNorm = 360.5496, GNorm = 2.9525, lr_0 = 9.9654e-04
Validation prc-auc = 0.062671
Epoch 5181
Loss = 3.2190e-02, PNorm = 360.6050, GNorm = 0.2166, lr_0 = 9.9654e-04
Validation prc-auc = 0.046184
Epoch 5182
Loss = 1.7790e-02, PNorm = 360.6468, GNorm = 0.0924, lr_0 = 9.9654e-04
Validation prc-auc = 0.044569
Epoch 5183
Loss = 3.6242e-02, PNorm = 360.6711, GNorm = 0.4754, lr_0 = 9.9654e-04
Validation prc-auc = 0.039350
Epoch 5184
Loss = 2.2641e-02, PNorm = 360.6923, GNorm = 0.1198, lr_0 = 9.9654e-04
Validation prc-auc = 0.041388
Epoch 5185
Loss = 3.4017e-02, PNorm = 360.7199, GNorm = 1.6502, lr_0 = 9.9654e-04
Validation prc-auc = 0.049003
Epoch 5186
Loss = 1.8139e-02, PNorm = 360.7580, GNorm = 0.2175, lr_0 = 9.9654e-04
Validation prc-auc = 0.052261
Epoch 5187
Loss = 9.5894e-02, PNorm = 360.7899, GNorm = 2.7260, lr_0 = 9.9654e-04
Validation prc-auc = 0.050533
Epoch 5188
Loss = 7.3012e-02, PNorm = 360.8288, GNorm = 1.6794, lr_0 = 9.9654e-04
Validation prc-auc = 0.061984
Epoch 5189
Loss = 1.3387e-02, PNorm = 360.8696, GNorm = 0.8371, lr_0 = 9.9654e-04
Loss = 6.9528e-02, PNorm = 360.9143, GNorm = 0.3147, lr_0 = 9.9654e-04
Validation prc-auc = 0.041266
Epoch 5190
Loss = 3.5013e-02, PNorm = 360.9526, GNorm = 0.2375, lr_0 = 9.9654e-04
Validation prc-auc = 0.041431
Epoch 5191
Loss = 2.4455e-02, PNorm = 360.9796, GNorm = 0.8902, lr_0 = 9.9653e-04
Validation prc-auc = 0.055761
Epoch 5192
Loss = 4.1429e-02, PNorm = 361.0067, GNorm = 0.5546, lr_0 = 9.9653e-04
Validation prc-auc = 0.053048
Epoch 5193
Loss = 3.2752e-02, PNorm = 361.0296, GNorm = 0.0932, lr_0 = 9.9653e-04
Validation prc-auc = 0.055991
Epoch 5194
Loss = 1.5273e-02, PNorm = 361.0550, GNorm = 1.1434, lr_0 = 9.9653e-04
Validation prc-auc = 0.059061
Epoch 5195
Loss = 2.2384e-02, PNorm = 361.0797, GNorm = 1.0623, lr_0 = 9.9653e-04
Validation prc-auc = 0.062979
Epoch 5196
Loss = 3.4538e-02, PNorm = 361.1009, GNorm = 0.1793, lr_0 = 9.9653e-04
Validation prc-auc = 0.053949
Epoch 5197
Loss = 3.2784e-03, PNorm = 361.1155, GNorm = 0.3771, lr_0 = 9.9653e-04
Validation prc-auc = 0.052847
Epoch 5198
Loss = 4.4993e-02, PNorm = 361.1312, GNorm = 0.9938, lr_0 = 9.9653e-04
Validation prc-auc = 0.064582
Epoch 5199
Loss = 9.4209e-02, PNorm = 361.1676, GNorm = 1.3342, lr_0 = 9.9653e-04
Loss = 2.4242e-02, PNorm = 361.2059, GNorm = 0.7401, lr_0 = 9.9653e-04
Validation prc-auc = 0.062922
Epoch 5200
Loss = 1.9134e-02, PNorm = 361.2315, GNorm = 0.3577, lr_0 = 9.9653e-04
Validation prc-auc = 0.063894
Epoch 5201
Loss = 1.7096e-02, PNorm = 361.2537, GNorm = 0.0683, lr_0 = 9.9653e-04
Validation prc-auc = 0.058957
Epoch 5202
Loss = 2.5520e-02, PNorm = 361.2758, GNorm = 2.2681, lr_0 = 9.9653e-04
Validation prc-auc = 0.055975
Epoch 5203
Loss = 8.8650e-03, PNorm = 361.2941, GNorm = 0.2114, lr_0 = 9.9653e-04
Validation prc-auc = 0.055903
Epoch 5204
Loss = 3.6608e-02, PNorm = 361.3098, GNorm = 0.8522, lr_0 = 9.9652e-04
Validation prc-auc = 0.049790
Epoch 5205
Loss = 8.0084e-03, PNorm = 361.3329, GNorm = 0.0582, lr_0 = 9.9652e-04
Validation prc-auc = 0.053534
Epoch 5206
Loss = 2.6456e-02, PNorm = 361.3551, GNorm = 0.6168, lr_0 = 9.9652e-04
Validation prc-auc = 0.044681
Epoch 5207
Loss = 2.7210e-02, PNorm = 361.3790, GNorm = 0.4504, lr_0 = 9.9652e-04
Validation prc-auc = 0.048796
Epoch 5208
Loss = 5.5103e-02, PNorm = 361.4013, GNorm = 0.3590, lr_0 = 9.9652e-04
Validation prc-auc = 0.052623
Epoch 5209
Loss = 3.5274e-03, PNorm = 361.4251, GNorm = 0.1208, lr_0 = 9.9652e-04
Loss = 1.3626e-02, PNorm = 361.4503, GNorm = 0.8061, lr_0 = 9.9652e-04
Validation prc-auc = 0.055623
Epoch 5210
Loss = 1.5220e-02, PNorm = 361.4750, GNorm = 0.1142, lr_0 = 9.9652e-04
Validation prc-auc = 0.058644
Epoch 5211
Loss = 3.8264e-02, PNorm = 361.4988, GNorm = 2.7318, lr_0 = 9.9652e-04
Validation prc-auc = 0.060843
Epoch 5212
Loss = 4.3440e-02, PNorm = 361.5345, GNorm = 6.2688, lr_0 = 9.9652e-04
Validation prc-auc = 0.067954
Epoch 5213
Loss = 2.0580e-02, PNorm = 361.5746, GNorm = 1.7764, lr_0 = 9.9652e-04
Validation prc-auc = 0.079442
Epoch 5214
Loss = 6.6344e-02, PNorm = 361.6199, GNorm = 0.7272, lr_0 = 9.9652e-04
Validation prc-auc = 0.072561
Epoch 5215
Loss = 1.1181e-02, PNorm = 361.6724, GNorm = 0.2186, lr_0 = 9.9652e-04
Validation prc-auc = 0.066602
Epoch 5216
Loss = 3.2762e-02, PNorm = 361.7045, GNorm = 1.0492, lr_0 = 9.9652e-04
Validation prc-auc = 0.066446
Epoch 5217
Loss = 7.2391e-03, PNorm = 361.7308, GNorm = 0.3390, lr_0 = 9.9652e-04
Validation prc-auc = 0.065739
Epoch 5218
Loss = 5.1517e-03, PNorm = 361.7641, GNorm = 0.2458, lr_0 = 9.9651e-04
Validation prc-auc = 0.071309
Epoch 5219
Loss = 4.4115e-03, PNorm = 361.7969, GNorm = 0.1728, lr_0 = 9.9651e-04
Loss = 3.2669e-02, PNorm = 361.8266, GNorm = 0.2240, lr_0 = 9.9651e-04
Validation prc-auc = 0.070022
Epoch 5220
Loss = 1.5815e-02, PNorm = 361.8510, GNorm = 2.1024, lr_0 = 9.9651e-04
Validation prc-auc = 0.065437
Epoch 5221
Loss = 2.5039e-02, PNorm = 361.8729, GNorm = 0.3266, lr_0 = 9.9651e-04
Validation prc-auc = 0.060289
Epoch 5222
Loss = 1.9826e-02, PNorm = 361.8968, GNorm = 0.2830, lr_0 = 9.9651e-04
Validation prc-auc = 0.058957
Epoch 5223
Loss = 1.2030e-02, PNorm = 361.9209, GNorm = 3.2372, lr_0 = 9.9651e-04
Validation prc-auc = 0.063419
Epoch 5224
Loss = 3.2529e-02, PNorm = 361.9509, GNorm = 0.9645, lr_0 = 9.9651e-04
Validation prc-auc = 0.063046
Epoch 5225
Loss = 4.8891e-02, PNorm = 361.9832, GNorm = 2.1230, lr_0 = 9.9651e-04
Validation prc-auc = 0.065739
Epoch 5226
Loss = 5.5076e-03, PNorm = 362.0149, GNorm = 0.2681, lr_0 = 9.9651e-04
Validation prc-auc = 0.053226
Epoch 5227
Loss = 4.6691e-03, PNorm = 362.0452, GNorm = 0.1559, lr_0 = 9.9651e-04
Validation prc-auc = 0.050981
Epoch 5228
Loss = 1.0271e-02, PNorm = 362.0699, GNorm = 0.1571, lr_0 = 9.9651e-04
Validation prc-auc = 0.051309
Epoch 5229
Loss = 6.7209e-03, PNorm = 362.0994, GNorm = 0.3597, lr_0 = 9.9651e-04
Loss = 2.8028e-02, PNorm = 362.1322, GNorm = 2.4660, lr_0 = 9.9651e-04
Validation prc-auc = 0.061406
Epoch 5230
Loss = 2.7188e-02, PNorm = 362.1599, GNorm = 1.4968, lr_0 = 9.9651e-04
Validation prc-auc = 0.059816
Epoch 5231
Loss = 3.8911e-02, PNorm = 362.1974, GNorm = 2.9488, lr_0 = 9.9650e-04
Validation prc-auc = 0.051332
Epoch 5232
Loss = 3.2181e-02, PNorm = 362.2398, GNorm = 0.0281, lr_0 = 9.9650e-04
Validation prc-auc = 0.044471
Epoch 5233
Loss = 2.4367e-02, PNorm = 362.2783, GNorm = 1.4234, lr_0 = 9.9650e-04
Validation prc-auc = 0.051743
Epoch 5234
Loss = 2.0989e-02, PNorm = 362.3079, GNorm = 0.1561, lr_0 = 9.9650e-04
Validation prc-auc = 0.056132
Epoch 5235
Loss = 3.0380e-02, PNorm = 362.3325, GNorm = 0.0680, lr_0 = 9.9650e-04
Validation prc-auc = 0.055756
Epoch 5236
Loss = 2.9431e-02, PNorm = 362.3557, GNorm = 1.4831, lr_0 = 9.9650e-04
Validation prc-auc = 0.045739
Epoch 5237
Loss = 1.0857e-02, PNorm = 362.3871, GNorm = 0.1296, lr_0 = 9.9650e-04
Validation prc-auc = 0.043405
Epoch 5238
Loss = 1.1596e-01, PNorm = 362.4105, GNorm = 2.6971, lr_0 = 9.9650e-04
Validation prc-auc = 0.047886
Epoch 5239
Loss = 2.9807e-02, PNorm = 362.4462, GNorm = 0.9221, lr_0 = 9.9650e-04
Loss = 3.0335e-02, PNorm = 362.4852, GNorm = 0.5741, lr_0 = 9.9650e-04
Validation prc-auc = 0.055702
Epoch 5240
Loss = 1.8334e-02, PNorm = 362.5204, GNorm = 0.6340, lr_0 = 9.9650e-04
Validation prc-auc = 0.053501
Epoch 5241
Loss = 3.5813e-02, PNorm = 362.5526, GNorm = 0.4789, lr_0 = 9.9650e-04
Validation prc-auc = 0.063594
Epoch 5242
Loss = 3.3598e-02, PNorm = 362.5841, GNorm = 0.8033, lr_0 = 9.9650e-04
Validation prc-auc = 0.069002
Epoch 5243
Loss = 1.9179e-02, PNorm = 362.6207, GNorm = 0.5022, lr_0 = 9.9650e-04
Validation prc-auc = 0.073584
Epoch 5244
Loss = 2.7137e-02, PNorm = 362.6528, GNorm = 2.1313, lr_0 = 9.9649e-04
Validation prc-auc = 0.068251
Epoch 5245
Loss = 1.4842e-02, PNorm = 362.6791, GNorm = 0.0745, lr_0 = 9.9649e-04
Validation prc-auc = 0.076172
Epoch 5246
Loss = 1.8589e-02, PNorm = 362.7228, GNorm = 0.0985, lr_0 = 9.9649e-04
Validation prc-auc = 0.066745
Epoch 5247
Loss = 3.4478e-02, PNorm = 362.7545, GNorm = 1.4620, lr_0 = 9.9649e-04
Validation prc-auc = 0.068030
Epoch 5248
Loss = 2.1929e-02, PNorm = 362.7816, GNorm = 1.3755, lr_0 = 9.9649e-04
Validation prc-auc = 0.061118
Epoch 5249
Loss = 8.5414e-04, PNorm = 362.8122, GNorm = 0.0384, lr_0 = 9.9649e-04
Loss = 4.2916e-02, PNorm = 362.8470, GNorm = 0.0997, lr_0 = 9.9649e-04
Validation prc-auc = 0.063928
Epoch 5250
Loss = 2.7904e-02, PNorm = 362.8810, GNorm = 0.1664, lr_0 = 9.9649e-04
Validation prc-auc = 0.063899
Epoch 5251
Loss = 3.1152e-02, PNorm = 362.9171, GNorm = 2.6338, lr_0 = 9.9649e-04
Validation prc-auc = 0.058609
Epoch 5252
Loss = 1.3772e-02, PNorm = 362.9451, GNorm = 0.8686, lr_0 = 9.9649e-04
Validation prc-auc = 0.062634
Epoch 5253
Loss = 2.7471e-02, PNorm = 362.9758, GNorm = 1.5071, lr_0 = 9.9649e-04
Validation prc-auc = 0.061605
Epoch 5254
Loss = 2.0619e-02, PNorm = 363.0083, GNorm = 1.8352, lr_0 = 9.9649e-04
Validation prc-auc = 0.062152
Epoch 5255
Loss = 3.1765e-02, PNorm = 363.0363, GNorm = 0.5579, lr_0 = 9.9649e-04
Validation prc-auc = 0.062163
Epoch 5256
Loss = 1.3892e-02, PNorm = 363.0681, GNorm = 0.1814, lr_0 = 9.9649e-04
Validation prc-auc = 0.058572
Epoch 5257
Loss = 1.3841e-01, PNorm = 363.0982, GNorm = 5.9971, lr_0 = 9.9649e-04
Validation prc-auc = 0.061938
Epoch 5258
Loss = 2.6221e-02, PNorm = 363.1294, GNorm = 1.5535, lr_0 = 9.9648e-04
Validation prc-auc = 0.065354
Epoch 5259
Loss = 3.5527e-02, PNorm = 363.1624, GNorm = 1.1968, lr_0 = 9.9648e-04
Loss = 1.9860e-02, PNorm = 363.1942, GNorm = 0.3849, lr_0 = 9.9648e-04
Validation prc-auc = 0.065832
Epoch 5260
Loss = 1.1342e-02, PNorm = 363.2178, GNorm = 0.0350, lr_0 = 9.9648e-04
Validation prc-auc = 0.077592
Epoch 5261
Loss = 2.3536e-02, PNorm = 363.2414, GNorm = 2.0765, lr_0 = 9.9648e-04
Validation prc-auc = 0.074159
Epoch 5262
Loss = 5.9449e-02, PNorm = 363.2692, GNorm = 0.6198, lr_0 = 9.9648e-04
Validation prc-auc = 0.065202
Epoch 5263
Loss = 2.2442e-02, PNorm = 363.3124, GNorm = 0.0613, lr_0 = 9.9648e-04
Validation prc-auc = 0.056436
Epoch 5264
Loss = 1.6711e-02, PNorm = 363.3484, GNorm = 2.1041, lr_0 = 9.9648e-04
Validation prc-auc = 0.048043
Epoch 5265
Loss = 2.7642e-02, PNorm = 363.3792, GNorm = 1.3468, lr_0 = 9.9648e-04
Validation prc-auc = 0.057991
Epoch 5266
Loss = 7.0758e-02, PNorm = 363.4093, GNorm = 1.0302, lr_0 = 9.9648e-04
Validation prc-auc = 0.053798
Epoch 5267
Loss = 3.4435e-02, PNorm = 363.4458, GNorm = 0.3015, lr_0 = 9.9648e-04
Validation prc-auc = 0.054803
Epoch 5268
Loss = 2.8341e-02, PNorm = 363.4793, GNorm = 1.8775, lr_0 = 9.9648e-04
Validation prc-auc = 0.055563
Epoch 5269
Loss = 1.4258e-02, PNorm = 363.5144, GNorm = 1.1751, lr_0 = 9.9648e-04
Loss = 1.9465e-02, PNorm = 363.5570, GNorm = 0.2555, lr_0 = 9.9648e-04
Validation prc-auc = 0.060910
Epoch 5270
Loss = 2.3407e-02, PNorm = 363.5905, GNorm = 0.6394, lr_0 = 9.9647e-04
Validation prc-auc = 0.053665
Epoch 5271
Loss = 3.1285e-02, PNorm = 363.6138, GNorm = 0.1749, lr_0 = 9.9647e-04
Validation prc-auc = 0.045959
Epoch 5272
Loss = 2.7200e-02, PNorm = 363.6299, GNorm = 1.5723, lr_0 = 9.9647e-04
Validation prc-auc = 0.048723
Epoch 5273
Loss = 3.2361e-02, PNorm = 363.6521, GNorm = 0.9660, lr_0 = 9.9647e-04
Validation prc-auc = 0.056200
Epoch 5274
Loss = 3.1161e-02, PNorm = 363.6841, GNorm = 1.2017, lr_0 = 9.9647e-04
Validation prc-auc = 0.052882
Epoch 5275
Loss = 2.4660e-02, PNorm = 363.7159, GNorm = 0.3020, lr_0 = 9.9647e-04
Validation prc-auc = 0.062230
Epoch 5276
Loss = 2.3702e-02, PNorm = 363.7528, GNorm = 0.0586, lr_0 = 9.9647e-04
Validation prc-auc = 0.058144
Epoch 5277
Loss = 3.5619e-02, PNorm = 363.7849, GNorm = 2.6040, lr_0 = 9.9647e-04
Validation prc-auc = 0.051431
Epoch 5278
Loss = 6.3050e-02, PNorm = 363.8168, GNorm = 1.1155, lr_0 = 9.9647e-04
Validation prc-auc = 0.046640
Epoch 5279
Loss = 7.7148e-02, PNorm = 363.8534, GNorm = 1.4085, lr_0 = 9.9647e-04
Loss = 6.1198e-02, PNorm = 363.8860, GNorm = 1.0273, lr_0 = 9.9647e-04
Validation prc-auc = 0.047313
Epoch 5280
Loss = 1.5030e-02, PNorm = 363.9236, GNorm = 0.7151, lr_0 = 9.9647e-04
Validation prc-auc = 0.050618
Epoch 5281
Loss = 5.6842e-02, PNorm = 363.9640, GNorm = 0.4306, lr_0 = 9.9647e-04
Validation prc-auc = 0.052206
Epoch 5282
Loss = 1.2393e-02, PNorm = 364.0011, GNorm = 1.0027, lr_0 = 9.9647e-04
Validation prc-auc = 0.053866
Epoch 5283
Loss = 5.5060e-02, PNorm = 364.0318, GNorm = 1.9398, lr_0 = 9.9647e-04
Validation prc-auc = 0.058603
Epoch 5284
Loss = 2.7386e-02, PNorm = 364.0623, GNorm = 1.3483, lr_0 = 9.9646e-04
Validation prc-auc = 0.045074
Epoch 5285
Loss = 2.6854e-02, PNorm = 364.0906, GNorm = 0.7875, lr_0 = 9.9646e-04
Validation prc-auc = 0.053782
Epoch 5286
Loss = 6.1449e-02, PNorm = 364.1269, GNorm = 2.5785, lr_0 = 9.9646e-04
Validation prc-auc = 0.057889
Epoch 5287
Loss = 4.5651e-02, PNorm = 364.1637, GNorm = 0.7556, lr_0 = 9.9646e-04
Validation prc-auc = 0.051209
Epoch 5288
Loss = 1.9233e-02, PNorm = 364.2029, GNorm = 0.9608, lr_0 = 9.9646e-04
Validation prc-auc = 0.063234
Epoch 5289
Loss = 4.3007e-03, PNorm = 364.2349, GNorm = 0.2929, lr_0 = 9.9646e-04
Loss = 3.5283e-02, PNorm = 364.2682, GNorm = 0.4517, lr_0 = 9.9646e-04
Validation prc-auc = 0.065306
Epoch 5290
Loss = 4.1968e-02, PNorm = 364.3192, GNorm = 0.0776, lr_0 = 9.9646e-04
Validation prc-auc = 0.060350
Epoch 5291
Loss = 4.8200e-02, PNorm = 364.3731, GNorm = 0.8695, lr_0 = 9.9646e-04
Validation prc-auc = 0.050554
Epoch 5292
Loss = 8.1506e-02, PNorm = 364.4198, GNorm = 1.6012, lr_0 = 9.9646e-04
Validation prc-auc = 0.055584
Epoch 5293
Loss = 2.1884e-02, PNorm = 364.4738, GNorm = 0.7284, lr_0 = 9.9646e-04
Validation prc-auc = 0.043106
Epoch 5294
Loss = 4.4185e-02, PNorm = 364.5164, GNorm = 1.4916, lr_0 = 9.9646e-04
Validation prc-auc = 0.038277
Epoch 5295
Loss = 2.4266e-02, PNorm = 364.5509, GNorm = 0.1687, lr_0 = 9.9646e-04
Validation prc-auc = 0.039712
Epoch 5296
Loss = 3.0231e-02, PNorm = 364.5902, GNorm = 1.6760, lr_0 = 9.9646e-04
Validation prc-auc = 0.037009
Epoch 5297
Loss = 3.4823e-02, PNorm = 364.6340, GNorm = 2.1645, lr_0 = 9.9645e-04
Validation prc-auc = 0.039916
Epoch 5298
Loss = 3.0820e-02, PNorm = 364.6687, GNorm = 1.7483, lr_0 = 9.9645e-04
Validation prc-auc = 0.047921
Epoch 5299
Loss = 8.7516e-02, PNorm = 364.7057, GNorm = 1.0957, lr_0 = 9.9645e-04
Loss = 3.7031e-02, PNorm = 364.7443, GNorm = 0.4856, lr_0 = 9.9645e-04
Validation prc-auc = 0.062727
Epoch 5300
Loss = 2.9825e-02, PNorm = 364.7763, GNorm = 0.3141, lr_0 = 9.9645e-04
Validation prc-auc = 0.062400
Epoch 5301
Loss = 5.0155e-02, PNorm = 364.8081, GNorm = 1.8559, lr_0 = 9.9645e-04
Validation prc-auc = 0.056145
Epoch 5302
Loss = 7.6391e-02, PNorm = 364.8481, GNorm = 2.3724, lr_0 = 9.9645e-04
Validation prc-auc = 0.050123
Epoch 5303
Loss = 3.4632e-02, PNorm = 364.8979, GNorm = 0.2264, lr_0 = 9.9645e-04
Validation prc-auc = 0.059787
Epoch 5304
Loss = 2.0571e-02, PNorm = 364.9401, GNorm = 0.2830, lr_0 = 9.9645e-04
Validation prc-auc = 0.058276
Epoch 5305
Loss = 5.4981e-02, PNorm = 364.9758, GNorm = 1.5373, lr_0 = 9.9645e-04
Validation prc-auc = 0.060796
Epoch 5306
Loss = 1.4804e-02, PNorm = 365.0117, GNorm = 0.6253, lr_0 = 9.9645e-04
Validation prc-auc = 0.048660
Epoch 5307
Loss = 2.0663e-02, PNorm = 365.0461, GNorm = 0.4719, lr_0 = 9.9645e-04
Validation prc-auc = 0.046300
Epoch 5308
Loss = 1.0990e-02, PNorm = 365.0765, GNorm = 0.7603, lr_0 = 9.9645e-04
Validation prc-auc = 0.045015
Epoch 5309
Loss = 2.9290e-02, PNorm = 365.0979, GNorm = 0.8224, lr_0 = 9.9645e-04
Loss = 2.7712e-02, PNorm = 365.1184, GNorm = 5.2089, lr_0 = 9.9645e-04
Validation prc-auc = 0.047415
Epoch 5310
Loss = 1.8418e-02, PNorm = 365.1413, GNorm = 2.0500, lr_0 = 9.9644e-04
Validation prc-auc = 0.052550
Epoch 5311
Loss = 2.0220e-02, PNorm = 365.1709, GNorm = 0.2499, lr_0 = 9.9644e-04
Validation prc-auc = 0.052745
Epoch 5312
Loss = 4.2058e-02, PNorm = 365.2034, GNorm = 0.1982, lr_0 = 9.9644e-04
Validation prc-auc = 0.046951
Epoch 5313
Loss = 1.9240e-02, PNorm = 365.2426, GNorm = 0.0631, lr_0 = 9.9644e-04
Validation prc-auc = 0.046824
Epoch 5314
Loss = 4.9920e-02, PNorm = 365.2804, GNorm = 0.8804, lr_0 = 9.9644e-04
Validation prc-auc = 0.049426
Epoch 5315
Loss = 2.1786e-02, PNorm = 365.3187, GNorm = 0.8613, lr_0 = 9.9644e-04
Validation prc-auc = 0.053967
Epoch 5316
Loss = 1.3401e-02, PNorm = 365.3458, GNorm = 0.1391, lr_0 = 9.9644e-04
Validation prc-auc = 0.054460
Epoch 5317
Loss = 4.6604e-02, PNorm = 365.3639, GNorm = 1.1765, lr_0 = 9.9644e-04
Validation prc-auc = 0.054730
Epoch 5318
Loss = 3.5023e-02, PNorm = 365.3815, GNorm = 0.9760, lr_0 = 9.9644e-04
Validation prc-auc = 0.056541
Epoch 5319
Loss = 1.5288e-03, PNorm = 365.4113, GNorm = 0.0587, lr_0 = 9.9644e-04
Loss = 1.9869e-02, PNorm = 365.4378, GNorm = 0.8280, lr_0 = 9.9644e-04
Validation prc-auc = 0.057719
Epoch 5320
Loss = 1.7085e-02, PNorm = 365.4684, GNorm = 0.1025, lr_0 = 9.9644e-04
Validation prc-auc = 0.060923
Epoch 5321
Loss = 2.2865e-02, PNorm = 365.4879, GNorm = 0.0352, lr_0 = 9.9644e-04
Validation prc-auc = 0.060670
Epoch 5322
Loss = 4.7499e-03, PNorm = 365.5074, GNorm = 0.0126, lr_0 = 9.9644e-04
Validation prc-auc = 0.058918
Epoch 5323
Loss = 2.3259e-02, PNorm = 365.5421, GNorm = 0.1764, lr_0 = 9.9644e-04
Validation prc-auc = 0.054990
Epoch 5324
Loss = 4.2674e-02, PNorm = 365.5732, GNorm = 0.1424, lr_0 = 9.9643e-04
Validation prc-auc = 0.070999
Epoch 5325
Loss = 6.8452e-02, PNorm = 365.6032, GNorm = 0.8807, lr_0 = 9.9643e-04
Validation prc-auc = 0.067194
Epoch 5326
Loss = 3.0595e-02, PNorm = 365.6398, GNorm = 0.7377, lr_0 = 9.9643e-04
Validation prc-auc = 0.053610
Epoch 5327
Loss = 1.3733e-02, PNorm = 365.6768, GNorm = 0.7554, lr_0 = 9.9643e-04
Validation prc-auc = 0.066958
Epoch 5328
Loss = 2.1461e-02, PNorm = 365.7044, GNorm = 0.1809, lr_0 = 9.9643e-04
Validation prc-auc = 0.073879
Epoch 5329
Loss = 5.8305e-02, PNorm = 365.7316, GNorm = 1.7624, lr_0 = 9.9643e-04
Loss = 5.9927e-02, PNorm = 365.7685, GNorm = 3.8593, lr_0 = 9.9643e-04
Validation prc-auc = 0.077027
Epoch 5330
Loss = 1.7507e-02, PNorm = 365.8137, GNorm = 0.5403, lr_0 = 9.9643e-04
Validation prc-auc = 0.076765
Epoch 5331
Loss = 4.5439e-02, PNorm = 365.8477, GNorm = 0.1251, lr_0 = 9.9643e-04
Validation prc-auc = 0.071280
Epoch 5332
Loss = 5.4996e-02, PNorm = 365.8719, GNorm = 1.2637, lr_0 = 9.9643e-04
Validation prc-auc = 0.053056
Epoch 5333
Loss = 2.8365e-02, PNorm = 365.8990, GNorm = 1.2054, lr_0 = 9.9643e-04
Validation prc-auc = 0.055128
Epoch 5334
Loss = 2.7046e-02, PNorm = 365.9228, GNorm = 2.1422, lr_0 = 9.9643e-04
Validation prc-auc = 0.062581
Epoch 5335
Loss = 4.6258e-02, PNorm = 365.9501, GNorm = 1.3306, lr_0 = 9.9643e-04
Validation prc-auc = 0.049400
Epoch 5336
Loss = 3.4349e-02, PNorm = 365.9775, GNorm = 0.3237, lr_0 = 9.9643e-04
Validation prc-auc = 0.047912
Epoch 5337
Loss = 1.8492e-02, PNorm = 366.0023, GNorm = 0.9734, lr_0 = 9.9642e-04
Validation prc-auc = 0.056945
Epoch 5338
Loss = 8.1422e-04, PNorm = 366.0223, GNorm = 0.0296, lr_0 = 9.9642e-04
Validation prc-auc = 0.060530
Epoch 5339
Loss = 2.5586e-03, PNorm = 366.0395, GNorm = 0.1391, lr_0 = 9.9642e-04
Loss = 2.2034e-02, PNorm = 366.0621, GNorm = 0.2211, lr_0 = 9.9642e-04
Validation prc-auc = 0.062059
Epoch 5340
Loss = 2.0456e-02, PNorm = 366.0976, GNorm = 0.8091, lr_0 = 9.9642e-04
Validation prc-auc = 0.064052
Epoch 5341
Loss = 1.4888e-02, PNorm = 366.1282, GNorm = 0.8948, lr_0 = 9.9642e-04
Validation prc-auc = 0.065059
Epoch 5342
Loss = 4.5842e-02, PNorm = 366.1602, GNorm = 0.1189, lr_0 = 9.9642e-04
Validation prc-auc = 0.068034
Epoch 5343
Loss = 4.3118e-03, PNorm = 366.1893, GNorm = 0.2266, lr_0 = 9.9642e-04
Validation prc-auc = 0.066277
Epoch 5344
Loss = 4.1388e-02, PNorm = 366.2172, GNorm = 0.8489, lr_0 = 9.9642e-04
Validation prc-auc = 0.068745
Epoch 5345
Loss = 8.9537e-03, PNorm = 366.2606, GNorm = 0.0378, lr_0 = 9.9642e-04
Validation prc-auc = 0.071150
Epoch 5346
Loss = 1.9814e-02, PNorm = 366.2966, GNorm = 0.1701, lr_0 = 9.9642e-04
Validation prc-auc = 0.067016
Epoch 5347
Loss = 2.5519e-02, PNorm = 366.3310, GNorm = 1.7906, lr_0 = 9.9642e-04
Validation prc-auc = 0.058975
Epoch 5348
Loss = 4.8427e-02, PNorm = 366.3664, GNorm = 0.1255, lr_0 = 9.9642e-04
Validation prc-auc = 0.056416
Epoch 5349
Loss = 1.1785e-01, PNorm = 366.4036, GNorm = 1.4488, lr_0 = 9.9642e-04
Loss = 4.3256e-02, PNorm = 366.4368, GNorm = 0.7537, lr_0 = 9.9642e-04
Validation prc-auc = 0.055130
Epoch 5350
Loss = 3.7714e-02, PNorm = 366.4711, GNorm = 1.1155, lr_0 = 9.9641e-04
Validation prc-auc = 0.045100
Epoch 5351
Loss = 2.2299e-02, PNorm = 366.5054, GNorm = 0.3595, lr_0 = 9.9641e-04
Validation prc-auc = 0.052869
Epoch 5352
Loss = 1.0369e-02, PNorm = 366.5335, GNorm = 0.3987, lr_0 = 9.9641e-04
Validation prc-auc = 0.060684
Epoch 5353
Loss = 5.2075e-02, PNorm = 366.5557, GNorm = 0.6798, lr_0 = 9.9641e-04
Validation prc-auc = 0.061124
Epoch 5354
Loss = 3.0380e-02, PNorm = 366.5849, GNorm = 0.1494, lr_0 = 9.9641e-04
Validation prc-auc = 0.062827
Epoch 5355
Loss = 3.4007e-02, PNorm = 366.6200, GNorm = 0.5868, lr_0 = 9.9641e-04
Validation prc-auc = 0.057521
Epoch 5356
Loss = 1.5114e-02, PNorm = 366.6545, GNorm = 0.1139, lr_0 = 9.9641e-04
Validation prc-auc = 0.037239
Epoch 5357
Loss = 1.8274e-02, PNorm = 366.6839, GNorm = 0.5022, lr_0 = 9.9641e-04
Validation prc-auc = 0.033854
Epoch 5358
Loss = 3.2859e-02, PNorm = 366.7203, GNorm = 0.9710, lr_0 = 9.9641e-04
Validation prc-auc = 0.032651
Epoch 5359
Loss = 4.6103e-02, PNorm = 366.7542, GNorm = 1.0017, lr_0 = 9.9641e-04
Loss = 4.9971e-02, PNorm = 366.7884, GNorm = 1.4050, lr_0 = 9.9641e-04
Validation prc-auc = 0.033817
Epoch 5360
Loss = 3.4136e-02, PNorm = 366.8189, GNorm = 0.9313, lr_0 = 9.9641e-04
Validation prc-auc = 0.031135
Epoch 5361
Loss = 3.6850e-02, PNorm = 366.8462, GNorm = 2.8318, lr_0 = 9.9641e-04
Validation prc-auc = 0.031108
Epoch 5362
Loss = 2.1568e-02, PNorm = 366.8777, GNorm = 1.3748, lr_0 = 9.9641e-04
Validation prc-auc = 0.035346
Epoch 5363
Loss = 2.3546e-02, PNorm = 366.9066, GNorm = 0.4044, lr_0 = 9.9640e-04
Validation prc-auc = 0.037416
Epoch 5364
Loss = 2.9237e-02, PNorm = 366.9382, GNorm = 0.0559, lr_0 = 9.9640e-04
Validation prc-auc = 0.037995
Epoch 5365
Loss = 1.2669e-02, PNorm = 366.9736, GNorm = 0.8804, lr_0 = 9.9640e-04
Validation prc-auc = 0.041815
Epoch 5366
Loss = 3.9850e-02, PNorm = 367.0052, GNorm = 0.3528, lr_0 = 9.9640e-04
Validation prc-auc = 0.044327
Epoch 5367
Loss = 7.5485e-03, PNorm = 367.0335, GNorm = 0.1192, lr_0 = 9.9640e-04
Validation prc-auc = 0.030084
Epoch 5368
Loss = 2.4786e-02, PNorm = 367.0616, GNorm = 0.1236, lr_0 = 9.9640e-04
Validation prc-auc = 0.028636
Epoch 5369
Loss = 1.3304e-02, PNorm = 367.0955, GNorm = 0.4508, lr_0 = 9.9640e-04
Loss = 2.0431e-02, PNorm = 367.1211, GNorm = 0.4422, lr_0 = 9.9640e-04
Validation prc-auc = 0.033078
Epoch 5370
Loss = 1.2964e-02, PNorm = 367.1441, GNorm = 0.0929, lr_0 = 9.9640e-04
Validation prc-auc = 0.031446
Epoch 5371
Loss = 3.9472e-02, PNorm = 367.1748, GNorm = 0.0336, lr_0 = 9.9640e-04
Validation prc-auc = 0.032441
Epoch 5372
Loss = 1.4736e-02, PNorm = 367.2138, GNorm = 0.0655, lr_0 = 9.9640e-04
Validation prc-auc = 0.028254
Epoch 5373
Loss = 2.4991e-02, PNorm = 367.2514, GNorm = 0.8321, lr_0 = 9.9640e-04
Validation prc-auc = 0.029946
Epoch 5374
Loss = 7.3923e-02, PNorm = 367.2896, GNorm = 0.3012, lr_0 = 9.9640e-04
Validation prc-auc = 0.034671
Epoch 5375
Loss = 3.6584e-03, PNorm = 367.3335, GNorm = 0.1293, lr_0 = 9.9640e-04
Validation prc-auc = 0.035022
Epoch 5376
Loss = 5.9076e-02, PNorm = 367.3698, GNorm = 0.0756, lr_0 = 9.9640e-04
Validation prc-auc = 0.034203
Epoch 5377
Loss = 4.3163e-03, PNorm = 367.3958, GNorm = 0.1196, lr_0 = 9.9639e-04
Validation prc-auc = 0.039447
Epoch 5378
Loss = 1.1513e-02, PNorm = 367.4196, GNorm = 0.3720, lr_0 = 9.9639e-04
Validation prc-auc = 0.039761
Epoch 5379
Loss = 9.6587e-03, PNorm = 367.4416, GNorm = 0.5261, lr_0 = 9.9639e-04
Loss = 2.6440e-02, PNorm = 367.4586, GNorm = 1.0704, lr_0 = 9.9639e-04
Validation prc-auc = 0.039509
Epoch 5380
Loss = 4.3406e-02, PNorm = 367.4788, GNorm = 1.3653, lr_0 = 9.9639e-04
Validation prc-auc = 0.039906
Epoch 5381
Loss = 1.8477e-02, PNorm = 367.5034, GNorm = 0.1329, lr_0 = 9.9639e-04
Validation prc-auc = 0.042369
Epoch 5382
Loss = 4.6295e-02, PNorm = 367.5276, GNorm = 0.1043, lr_0 = 9.9639e-04
Validation prc-auc = 0.039068
Epoch 5383
Loss = 1.2975e-02, PNorm = 367.5596, GNorm = 0.1668, lr_0 = 9.9639e-04
Validation prc-auc = 0.052683
Epoch 5384
Loss = 5.4308e-02, PNorm = 367.5918, GNorm = 2.4926, lr_0 = 9.9639e-04
Validation prc-auc = 0.059464
Epoch 5385
Loss = 6.0555e-02, PNorm = 367.6344, GNorm = 0.2438, lr_0 = 9.9639e-04
Validation prc-auc = 0.048453
Epoch 5386
Loss = 1.8153e-02, PNorm = 367.6752, GNorm = 0.2753, lr_0 = 9.9639e-04
Validation prc-auc = 0.043839
Epoch 5387
Loss = 2.8431e-02, PNorm = 367.7161, GNorm = 1.3016, lr_0 = 9.9639e-04
Validation prc-auc = 0.046802
Epoch 5388
Loss = 1.5335e-02, PNorm = 367.7508, GNorm = 0.9287, lr_0 = 9.9639e-04
Validation prc-auc = 0.056136
Epoch 5389
Loss = 2.4332e-02, PNorm = 367.7866, GNorm = 1.2270, lr_0 = 9.9639e-04
Loss = 2.6199e-02, PNorm = 367.8128, GNorm = 2.7796, lr_0 = 9.9638e-04
Validation prc-auc = 0.057482
Epoch 5390
Loss = 5.2172e-02, PNorm = 367.8432, GNorm = 0.5228, lr_0 = 9.9638e-04
Validation prc-auc = 0.052561
Epoch 5391
Loss = 3.0989e-02, PNorm = 367.8837, GNorm = 1.4203, lr_0 = 9.9638e-04
Validation prc-auc = 0.057327
Epoch 5392
Loss = 1.3758e-02, PNorm = 367.9198, GNorm = 2.9551, lr_0 = 9.9638e-04
Validation prc-auc = 0.047903
Epoch 5393
Loss = 9.9600e-02, PNorm = 367.9561, GNorm = 3.5491, lr_0 = 9.9638e-04
Validation prc-auc = 0.053289
Epoch 5394
Loss = 2.2263e-02, PNorm = 368.0095, GNorm = 0.0953, lr_0 = 9.9638e-04
Validation prc-auc = 0.044895
Epoch 5395
Loss = 2.3462e-02, PNorm = 368.0575, GNorm = 1.3691, lr_0 = 9.9638e-04
Validation prc-auc = 0.047896
Epoch 5396
Loss = 3.6810e-02, PNorm = 368.0994, GNorm = 0.2454, lr_0 = 9.9638e-04
Validation prc-auc = 0.052488
Epoch 5397
Loss = 7.1367e-02, PNorm = 368.1331, GNorm = 0.3703, lr_0 = 9.9638e-04
Validation prc-auc = 0.048571
Epoch 5398
Loss = 1.4521e-02, PNorm = 368.1632, GNorm = 0.6303, lr_0 = 9.9638e-04
Validation prc-auc = 0.052181
Epoch 5399
Loss = 5.2289e-03, PNorm = 368.1887, GNorm = 0.2365, lr_0 = 9.9638e-04
Loss = 2.7389e-02, PNorm = 368.2184, GNorm = 0.6654, lr_0 = 9.9638e-04
Validation prc-auc = 0.046585
Epoch 5400
Loss = 8.9502e-03, PNorm = 368.2419, GNorm = 0.0982, lr_0 = 9.9638e-04
Validation prc-auc = 0.057028
Epoch 5401
Loss = 5.3522e-02, PNorm = 368.2649, GNorm = 2.6039, lr_0 = 9.9638e-04
Validation prc-auc = 0.042431
Epoch 5402
Loss = 7.0773e-02, PNorm = 368.3045, GNorm = 0.0835, lr_0 = 9.9638e-04
Validation prc-auc = 0.032164
Epoch 5403
Loss = 6.8142e-02, PNorm = 368.3447, GNorm = 1.0453, lr_0 = 9.9637e-04
Validation prc-auc = 0.032077
Epoch 5404
Loss = 3.6620e-02, PNorm = 368.3866, GNorm = 0.7542, lr_0 = 9.9637e-04
Validation prc-auc = 0.030646
Epoch 5405
Loss = 1.5134e-02, PNorm = 368.4212, GNorm = 0.2668, lr_0 = 9.9637e-04
Validation prc-auc = 0.047962
Epoch 5406
Loss = 3.2138e-02, PNorm = 368.4528, GNorm = 0.1821, lr_0 = 9.9637e-04
Validation prc-auc = 0.053736
Epoch 5407
Loss = 6.0730e-02, PNorm = 368.4787, GNorm = 1.7859, lr_0 = 9.9637e-04
Validation prc-auc = 0.055394
Epoch 5408
Loss = 3.9893e-02, PNorm = 368.5064, GNorm = 1.2818, lr_0 = 9.9637e-04
Validation prc-auc = 0.060606
Epoch 5409
Loss = 6.4701e-02, PNorm = 368.5360, GNorm = 1.6080, lr_0 = 9.9637e-04
Loss = 3.5060e-02, PNorm = 368.5673, GNorm = 1.6559, lr_0 = 9.9637e-04
Validation prc-auc = 0.061895
Epoch 5410
Loss = 2.0572e-02, PNorm = 368.5989, GNorm = 0.7690, lr_0 = 9.9637e-04
Validation prc-auc = 0.063301
Epoch 5411
Loss = 3.6656e-02, PNorm = 368.6275, GNorm = 0.1757, lr_0 = 9.9637e-04
Validation prc-auc = 0.064717
Epoch 5412
Loss = 3.4704e-02, PNorm = 368.6566, GNorm = 1.0158, lr_0 = 9.9637e-04
Validation prc-auc = 0.062672
Epoch 5413
Loss = 4.6284e-02, PNorm = 368.6822, GNorm = 0.6727, lr_0 = 9.9637e-04
Validation prc-auc = 0.058906
Epoch 5414
Loss = 3.2604e-02, PNorm = 368.7112, GNorm = 1.3059, lr_0 = 9.9637e-04
Validation prc-auc = 0.064094
Epoch 5415
Loss = 4.6878e-02, PNorm = 368.7517, GNorm = 0.0700, lr_0 = 9.9637e-04
Validation prc-auc = 0.064130
Epoch 5416
Loss = 4.0811e-02, PNorm = 368.7900, GNorm = 0.9964, lr_0 = 9.9637e-04
Validation prc-auc = 0.062537
Epoch 5417
Loss = 4.2697e-02, PNorm = 368.8265, GNorm = 1.2729, lr_0 = 9.9636e-04
Validation prc-auc = 0.061645
Epoch 5418
Loss = 1.8682e-02, PNorm = 368.8621, GNorm = 0.2009, lr_0 = 9.9636e-04
Validation prc-auc = 0.057211
Epoch 5419
Loss = 3.7491e-03, PNorm = 368.8862, GNorm = 0.1157, lr_0 = 9.9636e-04
Loss = 1.5572e-02, PNorm = 368.9040, GNorm = 0.0434, lr_0 = 9.9636e-04
Validation prc-auc = 0.054441
Epoch 5420
Loss = 1.0187e-02, PNorm = 368.9190, GNorm = 0.4609, lr_0 = 9.9636e-04
Validation prc-auc = 0.057692
Epoch 5421
Loss = 2.3675e-02, PNorm = 368.9362, GNorm = 0.0299, lr_0 = 9.9636e-04
Validation prc-auc = 0.053880
Epoch 5422
Loss = 5.0643e-02, PNorm = 368.9626, GNorm = 0.8893, lr_0 = 9.9636e-04
Validation prc-auc = 0.054590
Epoch 5423
Loss = 1.4652e-02, PNorm = 368.9952, GNorm = 0.0889, lr_0 = 9.9636e-04
Validation prc-auc = 0.052352
Epoch 5424
Loss = 1.7590e-02, PNorm = 369.0279, GNorm = 0.0785, lr_0 = 9.9636e-04
Validation prc-auc = 0.049295
Epoch 5425
Loss = 4.2737e-02, PNorm = 369.0499, GNorm = 1.8994, lr_0 = 9.9636e-04
Validation prc-auc = 0.050595
Epoch 5426
Loss = 2.7618e-02, PNorm = 369.0820, GNorm = 2.9060, lr_0 = 9.9636e-04
Validation prc-auc = 0.051304
Epoch 5427
Loss = 5.2972e-02, PNorm = 369.1156, GNorm = 2.0239, lr_0 = 9.9636e-04
Validation prc-auc = 0.058865
Epoch 5428
Loss = 1.1417e-03, PNorm = 369.1450, GNorm = 0.0365, lr_0 = 9.9636e-04
Validation prc-auc = 0.062336
Epoch 5429
Loss = 7.3344e-03, PNorm = 369.1664, GNorm = 0.5245, lr_0 = 9.9636e-04
Loss = 1.0819e-02, PNorm = 369.1851, GNorm = 0.4772, lr_0 = 9.9635e-04
Validation prc-auc = 0.063189
Epoch 5430
Loss = 3.8890e-02, PNorm = 369.2082, GNorm = 0.2073, lr_0 = 9.9635e-04
Validation prc-auc = 0.066321
Epoch 5431
Loss = 5.1735e-02, PNorm = 369.2367, GNorm = 0.5753, lr_0 = 9.9635e-04
Validation prc-auc = 0.066168
Epoch 5432
Loss = 2.7685e-02, PNorm = 369.2685, GNorm = 0.1713, lr_0 = 9.9635e-04
Validation prc-auc = 0.048229
Epoch 5433
Loss = 1.6330e-02, PNorm = 369.2976, GNorm = 0.3320, lr_0 = 9.9635e-04
Validation prc-auc = 0.049201
Epoch 5434
Loss = 3.4249e-02, PNorm = 369.3251, GNorm = 2.1934, lr_0 = 9.9635e-04
Validation prc-auc = 0.064014
Epoch 5435
Loss = 1.7553e-02, PNorm = 369.3530, GNorm = 1.3880, lr_0 = 9.9635e-04
Validation prc-auc = 0.071475
Epoch 5436
Loss = 2.8881e-02, PNorm = 369.3760, GNorm = 1.5389, lr_0 = 9.9635e-04
Validation prc-auc = 0.068764
Epoch 5437
Loss = 1.2966e-02, PNorm = 369.4026, GNorm = 0.0197, lr_0 = 9.9635e-04
Validation prc-auc = 0.065008
Epoch 5438
Loss = 1.2857e-01, PNorm = 369.4376, GNorm = 1.8437, lr_0 = 9.9635e-04
Validation prc-auc = 0.059132
Epoch 5439
Loss = 3.0374e-03, PNorm = 369.4839, GNorm = 0.1119, lr_0 = 9.9635e-04
Loss = 1.4270e-02, PNorm = 369.5192, GNorm = 0.1950, lr_0 = 9.9635e-04
Validation prc-auc = 0.060785
Epoch 5440
Loss = 5.0716e-02, PNorm = 369.5481, GNorm = 2.5559, lr_0 = 9.9635e-04
Validation prc-auc = 0.061800
Epoch 5441
Loss = 2.4254e-02, PNorm = 369.5747, GNorm = 0.4000, lr_0 = 9.9635e-04
Validation prc-auc = 0.050390
Epoch 5442
Loss = 1.3811e-02, PNorm = 369.5949, GNorm = 1.3729, lr_0 = 9.9635e-04
Validation prc-auc = 0.064314
Epoch 5443
Loss = 4.4526e-02, PNorm = 369.6188, GNorm = 0.1362, lr_0 = 9.9634e-04
Validation prc-auc = 0.066815
Epoch 5444
Loss = 2.0589e-02, PNorm = 369.6493, GNorm = 0.1958, lr_0 = 9.9634e-04
Validation prc-auc = 0.069006
Epoch 5445
Loss = 2.3578e-02, PNorm = 369.6740, GNorm = 0.3637, lr_0 = 9.9634e-04
Validation prc-auc = 0.074487
Epoch 5446
Loss = 3.5978e-02, PNorm = 369.6987, GNorm = 0.1487, lr_0 = 9.9634e-04
Validation prc-auc = 0.074353
Epoch 5447
Loss = 1.2348e-02, PNorm = 369.7262, GNorm = 1.9418, lr_0 = 9.9634e-04
Validation prc-auc = 0.072987
Epoch 5448
Loss = 2.4274e-02, PNorm = 369.7586, GNorm = 1.4063, lr_0 = 9.9634e-04
Validation prc-auc = 0.064698
Epoch 5449
Loss = 1.1192e-02, PNorm = 369.7948, GNorm = 0.7121, lr_0 = 9.9634e-04
Loss = 2.0870e-02, PNorm = 369.8365, GNorm = 0.2784, lr_0 = 9.9634e-04
Validation prc-auc = 0.064789
Epoch 5450
Loss = 3.6417e-02, PNorm = 369.8695, GNorm = 1.3117, lr_0 = 9.9634e-04
Validation prc-auc = 0.064852
Epoch 5451
Loss = 1.6305e-02, PNorm = 369.9093, GNorm = 0.0969, lr_0 = 9.9634e-04
Validation prc-auc = 0.065934
Epoch 5452
Loss = 1.5523e-02, PNorm = 369.9413, GNorm = 1.3391, lr_0 = 9.9634e-04
Validation prc-auc = 0.073851
Epoch 5453
Loss = 1.1732e-02, PNorm = 369.9638, GNorm = 0.9059, lr_0 = 9.9634e-04
Validation prc-auc = 0.077804
Epoch 5454
Loss = 3.1605e-02, PNorm = 369.9852, GNorm = 1.8280, lr_0 = 9.9634e-04
Validation prc-auc = 0.075841
Epoch 5455
Loss = 2.2190e-02, PNorm = 370.0158, GNorm = 0.9026, lr_0 = 9.9634e-04
Validation prc-auc = 0.072608
Epoch 5456
Loss = 9.3380e-03, PNorm = 370.0402, GNorm = 0.0241, lr_0 = 9.9633e-04
Validation prc-auc = 0.070210
Epoch 5457
Loss = 7.6975e-02, PNorm = 370.0654, GNorm = 2.2882, lr_0 = 9.9633e-04
Validation prc-auc = 0.077410
Epoch 5458
Loss = 4.4230e-02, PNorm = 370.0949, GNorm = 0.5931, lr_0 = 9.9633e-04
Validation prc-auc = 0.079662
Epoch 5459
Loss = 7.1665e-03, PNorm = 370.1327, GNorm = 0.3606, lr_0 = 9.9633e-04
Loss = 3.4667e-02, PNorm = 370.1720, GNorm = 0.6975, lr_0 = 9.9633e-04
Validation prc-auc = 0.072101
Epoch 5460
Loss = 4.0677e-02, PNorm = 370.2128, GNorm = 1.6965, lr_0 = 9.9633e-04
Validation prc-auc = 0.071305
Epoch 5461
Loss = 3.5994e-02, PNorm = 370.2549, GNorm = 1.8780, lr_0 = 9.9633e-04
Validation prc-auc = 0.059421
Epoch 5462
Loss = 7.6350e-03, PNorm = 370.2937, GNorm = 0.0673, lr_0 = 9.9633e-04
Validation prc-auc = 0.059484
Epoch 5463
Loss = 1.3274e-02, PNorm = 370.3211, GNorm = 0.1793, lr_0 = 9.9633e-04
Validation prc-auc = 0.055998
Epoch 5464
Loss = 9.8838e-03, PNorm = 370.3405, GNorm = 0.0226, lr_0 = 9.9633e-04
Validation prc-auc = 0.057027
Epoch 5465
Loss = 1.5743e-02, PNorm = 370.3612, GNorm = 0.0400, lr_0 = 9.9633e-04
Validation prc-auc = 0.064636
Epoch 5466
Loss = 5.1302e-02, PNorm = 370.3907, GNorm = 1.0260, lr_0 = 9.9633e-04
Validation prc-auc = 0.047626
Epoch 5467
Loss = 7.0094e-02, PNorm = 370.4242, GNorm = 1.2081, lr_0 = 9.9633e-04
Validation prc-auc = 0.031203
Epoch 5468
Loss = 1.9746e-02, PNorm = 370.4662, GNorm = 0.3522, lr_0 = 9.9633e-04
Validation prc-auc = 0.025693
Epoch 5469
Loss = 2.5125e-02, PNorm = 370.5006, GNorm = 1.1340, lr_0 = 9.9633e-04
Loss = 7.2688e-02, PNorm = 370.5424, GNorm = 0.1089, lr_0 = 9.9632e-04
Validation prc-auc = 0.049576
Epoch 5470
Loss = 4.0931e-02, PNorm = 370.5891, GNorm = 3.7379, lr_0 = 9.9632e-04
Validation prc-auc = 0.051160
Epoch 5471
Loss = 2.3827e-02, PNorm = 370.6410, GNorm = 0.1916, lr_0 = 9.9632e-04
Validation prc-auc = 0.060052
Epoch 5472
Loss = 2.5574e-02, PNorm = 370.6761, GNorm = 1.7828, lr_0 = 9.9632e-04
Validation prc-auc = 0.063285
Epoch 5473
Loss = 3.4460e-02, PNorm = 370.7056, GNorm = 0.1195, lr_0 = 9.9632e-04
Validation prc-auc = 0.061858
Epoch 5474
Loss = 3.5804e-02, PNorm = 370.7319, GNorm = 0.1111, lr_0 = 9.9632e-04
Validation prc-auc = 0.059162
Epoch 5475
Loss = 2.3178e-02, PNorm = 370.7576, GNorm = 0.7557, lr_0 = 9.9632e-04
Validation prc-auc = 0.059759
Epoch 5476
Loss = 8.4954e-03, PNorm = 370.7893, GNorm = 0.6227, lr_0 = 9.9632e-04
Validation prc-auc = 0.066124
Epoch 5477
Loss = 7.0028e-03, PNorm = 370.8205, GNorm = 0.1832, lr_0 = 9.9632e-04
Validation prc-auc = 0.064195
Epoch 5478
Loss = 1.9645e-02, PNorm = 370.8470, GNorm = 0.5427, lr_0 = 9.9632e-04
Validation prc-auc = 0.065505
Epoch 5479
Loss = 3.6472e-02, PNorm = 370.8753, GNorm = 1.4901, lr_0 = 9.9632e-04
Loss = 2.8861e-02, PNorm = 370.9103, GNorm = 3.0111, lr_0 = 9.9632e-04
Validation prc-auc = 0.060576
Epoch 5480
Loss = 4.5405e-02, PNorm = 370.9471, GNorm = 0.4914, lr_0 = 9.9632e-04
Validation prc-auc = 0.058249
Epoch 5481
Loss = 1.8039e-02, PNorm = 370.9922, GNorm = 0.9655, lr_0 = 9.9632e-04
Validation prc-auc = 0.059736
Epoch 5482
Loss = 5.2717e-03, PNorm = 371.0228, GNorm = 0.9576, lr_0 = 9.9631e-04
Validation prc-auc = 0.060931
Epoch 5483
Loss = 3.9122e-02, PNorm = 371.0411, GNorm = 2.1341, lr_0 = 9.9631e-04
Validation prc-auc = 0.060640
Epoch 5484
Loss = 5.5795e-02, PNorm = 371.0721, GNorm = 0.2736, lr_0 = 9.9631e-04
Validation prc-auc = 0.051024
Epoch 5485
Loss = 1.4474e-02, PNorm = 371.1142, GNorm = 0.2929, lr_0 = 9.9631e-04
Validation prc-auc = 0.059820
Epoch 5486
Loss = 2.6621e-02, PNorm = 371.1465, GNorm = 0.7726, lr_0 = 9.9631e-04
Validation prc-auc = 0.063021
Epoch 5487
Loss = 2.5008e-02, PNorm = 371.1761, GNorm = 1.1658, lr_0 = 9.9631e-04
Validation prc-auc = 0.062124
Epoch 5488
Loss = 1.2882e-02, PNorm = 371.2132, GNorm = 0.9109, lr_0 = 9.9631e-04
Validation prc-auc = 0.057177
Epoch 5489
Loss = 4.8441e-03, PNorm = 371.2430, GNorm = 0.2557, lr_0 = 9.9631e-04
Loss = 2.2794e-02, PNorm = 371.2712, GNorm = 1.3182, lr_0 = 9.9631e-04
Validation prc-auc = 0.061506
Epoch 5490
Loss = 1.6844e-02, PNorm = 371.2995, GNorm = 0.1896, lr_0 = 9.9631e-04
Validation prc-auc = 0.060823
Epoch 5491
Loss = 1.8305e-02, PNorm = 371.3208, GNorm = 0.9695, lr_0 = 9.9631e-04
Validation prc-auc = 0.064996
Epoch 5492
Loss = 1.8378e-02, PNorm = 371.3513, GNorm = 0.0698, lr_0 = 9.9631e-04
Validation prc-auc = 0.066245
Epoch 5493
Loss = 3.5462e-02, PNorm = 371.3924, GNorm = 0.1656, lr_0 = 9.9631e-04
Validation prc-auc = 0.059586
Epoch 5494
Loss = 2.2269e-02, PNorm = 371.4393, GNorm = 0.9017, lr_0 = 9.9631e-04
Validation prc-auc = 0.042979
Epoch 5495
Loss = 5.7334e-03, PNorm = 371.4763, GNorm = 0.0435, lr_0 = 9.9631e-04
Validation prc-auc = 0.043164
Epoch 5496
Loss = 2.6478e-02, PNorm = 371.5078, GNorm = 0.1324, lr_0 = 9.9630e-04
Validation prc-auc = 0.045402
Epoch 5497
Loss = 8.5268e-03, PNorm = 371.5435, GNorm = 0.2287, lr_0 = 9.9630e-04
Validation prc-auc = 0.053173
Epoch 5498
Loss = 4.7439e-02, PNorm = 371.5746, GNorm = 0.5670, lr_0 = 9.9630e-04
Validation prc-auc = 0.050168
Epoch 5499
Loss = 1.1086e-02, PNorm = 371.6036, GNorm = 0.3528, lr_0 = 9.9630e-04
Loss = 3.0563e-02, PNorm = 371.6350, GNorm = 0.1257, lr_0 = 9.9630e-04
Validation prc-auc = 0.053034
Epoch 5500
Loss = 4.7418e-02, PNorm = 371.6751, GNorm = 0.5825, lr_0 = 9.9630e-04
Validation prc-auc = 0.057613
Epoch 5501
Loss = 2.4711e-02, PNorm = 371.7110, GNorm = 0.2518, lr_0 = 9.9630e-04
Validation prc-auc = 0.055986
Epoch 5502
Loss = 5.2655e-02, PNorm = 371.7389, GNorm = 0.7051, lr_0 = 9.9630e-04
Validation prc-auc = 0.063808
Epoch 5503
Loss = 5.2220e-02, PNorm = 371.7750, GNorm = 3.5020, lr_0 = 9.9630e-04
Validation prc-auc = 0.061026
Epoch 5504
Loss = 4.6322e-02, PNorm = 371.8121, GNorm = 0.2147, lr_0 = 9.9630e-04
Validation prc-auc = 0.061944
Epoch 5505
Loss = 3.2065e-02, PNorm = 371.8442, GNorm = 0.2824, lr_0 = 9.9630e-04
Validation prc-auc = 0.052528
Epoch 5506
Loss = 2.8994e-02, PNorm = 371.8800, GNorm = 0.2868, lr_0 = 9.9630e-04
Validation prc-auc = 0.047672
Epoch 5507
Loss = 1.1002e-03, PNorm = 371.9136, GNorm = 0.0284, lr_0 = 9.9630e-04
Validation prc-auc = 0.052784
Epoch 5508
Loss = 8.3357e-02, PNorm = 371.9471, GNorm = 1.9078, lr_0 = 9.9630e-04
Validation prc-auc = 0.040698
Epoch 5509
Loss = 5.5727e-03, PNorm = 371.9891, GNorm = 0.1585, lr_0 = 9.9630e-04
Loss = 1.5271e-02, PNorm = 372.0220, GNorm = 0.1377, lr_0 = 9.9629e-04
Validation prc-auc = 0.039842
Epoch 5510
Loss = 2.7352e-02, PNorm = 372.0502, GNorm = 0.3356, lr_0 = 9.9629e-04
Validation prc-auc = 0.046299
Epoch 5511
Loss = 4.8645e-02, PNorm = 372.0904, GNorm = 4.6640, lr_0 = 9.9629e-04
Validation prc-auc = 0.043967
Epoch 5512
Loss = 2.1343e-02, PNorm = 372.1403, GNorm = 0.3251, lr_0 = 9.9629e-04
Validation prc-auc = 0.046880
Epoch 5513
Loss = 5.9543e-02, PNorm = 372.1824, GNorm = 2.5218, lr_0 = 9.9629e-04
Validation prc-auc = 0.054647
Epoch 5514
Loss = 3.8275e-02, PNorm = 372.2176, GNorm = 4.0846, lr_0 = 9.9629e-04
Validation prc-auc = 0.051735
Epoch 5515
Loss = 4.2009e-02, PNorm = 372.2504, GNorm = 0.3006, lr_0 = 9.9629e-04
Validation prc-auc = 0.050021
Epoch 5516
Loss = 2.7138e-02, PNorm = 372.2759, GNorm = 2.5364, lr_0 = 9.9629e-04
Validation prc-auc = 0.054074
Epoch 5517
Loss = 8.1557e-02, PNorm = 372.3055, GNorm = 0.3472, lr_0 = 9.9629e-04
Validation prc-auc = 0.057191
Epoch 5518
Loss = 7.9799e-02, PNorm = 372.3463, GNorm = 0.8294, lr_0 = 9.9629e-04
Validation prc-auc = 0.056741
Epoch 5519
Loss = 5.3244e-02, PNorm = 372.3888, GNorm = 1.1207, lr_0 = 9.9629e-04
Loss = 2.9774e-02, PNorm = 372.4243, GNorm = 0.1036, lr_0 = 9.9629e-04
Validation prc-auc = 0.057919
Epoch 5520
Loss = 3.0070e-02, PNorm = 372.4487, GNorm = 2.3275, lr_0 = 9.9629e-04
Validation prc-auc = 0.053328
Epoch 5521
Loss = 5.7392e-02, PNorm = 372.4654, GNorm = 0.7032, lr_0 = 9.9629e-04
Validation prc-auc = 0.054623
Epoch 5522
Loss = 1.9525e-02, PNorm = 372.4913, GNorm = 2.9420, lr_0 = 9.9628e-04
Validation prc-auc = 0.057213
Epoch 5523
Loss = 2.5637e-02, PNorm = 372.5178, GNorm = 0.5526, lr_0 = 9.9628e-04
Validation prc-auc = 0.058148
Epoch 5524
Loss = 6.7594e-03, PNorm = 372.5497, GNorm = 0.3931, lr_0 = 9.9628e-04
Validation prc-auc = 0.062664
Epoch 5525
Loss = 1.1926e-02, PNorm = 372.5733, GNorm = 0.2622, lr_0 = 9.9628e-04
Validation prc-auc = 0.054441
Epoch 5526
Loss = 6.1997e-03, PNorm = 372.6013, GNorm = 0.6138, lr_0 = 9.9628e-04
Validation prc-auc = 0.062608
Epoch 5527
Loss = 4.2119e-02, PNorm = 372.6338, GNorm = 0.5478, lr_0 = 9.9628e-04
Validation prc-auc = 0.057832
Epoch 5528
Loss = 6.4229e-02, PNorm = 372.6672, GNorm = 0.3912, lr_0 = 9.9628e-04
Validation prc-auc = 0.051973
Epoch 5529
Loss = 2.6299e-03, PNorm = 372.7036, GNorm = 0.1738, lr_0 = 9.9628e-04
Loss = 1.7657e-02, PNorm = 372.7339, GNorm = 1.9537, lr_0 = 9.9628e-04
Validation prc-auc = 0.051215
Epoch 5530
Loss = 2.8952e-02, PNorm = 372.7595, GNorm = 3.3679, lr_0 = 9.9628e-04
Validation prc-auc = 0.056563
Epoch 5531
Loss = 4.5171e-02, PNorm = 372.7996, GNorm = 0.3857, lr_0 = 9.9628e-04
Validation prc-auc = 0.064249
Epoch 5532
Loss = 1.6542e-02, PNorm = 372.8366, GNorm = 0.1646, lr_0 = 9.9628e-04
Validation prc-auc = 0.059271
Epoch 5533
Loss = 8.5721e-02, PNorm = 372.8733, GNorm = 3.3014, lr_0 = 9.9628e-04
Validation prc-auc = 0.036226
Epoch 5534
Loss = 5.2148e-02, PNorm = 372.9116, GNorm = 2.7153, lr_0 = 9.9628e-04
Validation prc-auc = 0.030468
Epoch 5535
Loss = 1.4768e-02, PNorm = 372.9540, GNorm = 0.1603, lr_0 = 9.9628e-04
Validation prc-auc = 0.031028
Epoch 5536
Loss = 2.4554e-02, PNorm = 372.9869, GNorm = 0.0465, lr_0 = 9.9627e-04
Validation prc-auc = 0.031739
Epoch 5537
Loss = 1.5309e-02, PNorm = 373.0147, GNorm = 1.0199, lr_0 = 9.9627e-04
Validation prc-auc = 0.046575
Epoch 5538
Loss = 3.4362e-02, PNorm = 373.0346, GNorm = 0.1505, lr_0 = 9.9627e-04
Validation prc-auc = 0.047098
Epoch 5539
Loss = 9.7577e-04, PNorm = 373.0605, GNorm = 0.0497, lr_0 = 9.9627e-04
Loss = 3.9019e-02, PNorm = 373.0977, GNorm = 1.6632, lr_0 = 9.9627e-04
Validation prc-auc = 0.050313
Epoch 5540
Loss = 3.0678e-02, PNorm = 373.1326, GNorm = 2.0668, lr_0 = 9.9627e-04
Validation prc-auc = 0.053210
Epoch 5541
Loss = 6.1609e-02, PNorm = 373.1660, GNorm = 0.3181, lr_0 = 9.9627e-04
Validation prc-auc = 0.033492
Epoch 5542
Loss = 1.8773e-02, PNorm = 373.2004, GNorm = 0.1241, lr_0 = 9.9627e-04
Validation prc-auc = 0.031731
Epoch 5543
Loss = 7.1890e-02, PNorm = 373.2300, GNorm = 0.1785, lr_0 = 9.9627e-04
Validation prc-auc = 0.039647
Epoch 5544
Loss = 2.8551e-02, PNorm = 373.2591, GNorm = 0.1561, lr_0 = 9.9627e-04
Validation prc-auc = 0.040950
Epoch 5545
Loss = 4.0404e-02, PNorm = 373.2886, GNorm = 1.3295, lr_0 = 9.9627e-04
Validation prc-auc = 0.038908
Epoch 5546
Loss = 1.3884e-02, PNorm = 373.3205, GNorm = 0.9243, lr_0 = 9.9627e-04
Validation prc-auc = 0.036402
Epoch 5547
Loss = 1.3817e-02, PNorm = 373.3548, GNorm = 0.5295, lr_0 = 9.9627e-04
Validation prc-auc = 0.043958
Epoch 5548
Loss = 1.2248e-02, PNorm = 373.3936, GNorm = 0.4162, lr_0 = 9.9627e-04
Validation prc-auc = 0.053969
Epoch 5549
Loss = 2.8774e-03, PNorm = 373.4267, GNorm = 0.0948, lr_0 = 9.9626e-04
Loss = 4.3802e-02, PNorm = 373.4490, GNorm = 1.3307, lr_0 = 9.9626e-04
Validation prc-auc = 0.056967
Epoch 5550
Loss = 3.4547e-02, PNorm = 373.4863, GNorm = 0.3357, lr_0 = 9.9626e-04
Validation prc-auc = 0.042019
Epoch 5551
Loss = 1.0642e-02, PNorm = 373.5140, GNorm = 0.0755, lr_0 = 9.9626e-04
Validation prc-auc = 0.049224
Epoch 5552
Loss = 4.2188e-02, PNorm = 373.5318, GNorm = 1.2873, lr_0 = 9.9626e-04
Validation prc-auc = 0.035406
Epoch 5553
Loss = 3.3577e-02, PNorm = 373.5533, GNorm = 1.8736, lr_0 = 9.9626e-04
Validation prc-auc = 0.034243
Epoch 5554
Loss = 3.2020e-02, PNorm = 373.5787, GNorm = 0.9586, lr_0 = 9.9626e-04
Validation prc-auc = 0.037308
Epoch 5555
Loss = 2.6814e-02, PNorm = 373.5994, GNorm = 1.5268, lr_0 = 9.9626e-04
Validation prc-auc = 0.038028
Epoch 5556
Loss = 3.8535e-02, PNorm = 373.6203, GNorm = 2.5270, lr_0 = 9.9626e-04
Validation prc-auc = 0.039190
Epoch 5557
Loss = 1.8441e-02, PNorm = 373.6463, GNorm = 0.3827, lr_0 = 9.9626e-04
Validation prc-auc = 0.048720
Epoch 5558
Loss = 6.6180e-02, PNorm = 373.6716, GNorm = 0.1590, lr_0 = 9.9626e-04
Validation prc-auc = 0.056994
Epoch 5559
Loss = 1.2613e-01, PNorm = 373.7000, GNorm = 1.5290, lr_0 = 9.9626e-04
Loss = 5.1352e-03, PNorm = 373.7239, GNorm = 0.0787, lr_0 = 9.9626e-04
Validation prc-auc = 0.055620
Epoch 5560
Loss = 1.3888e-02, PNorm = 373.7441, GNorm = 0.1650, lr_0 = 9.9626e-04
Validation prc-auc = 0.053735
Epoch 5561
Loss = 3.5946e-02, PNorm = 373.7663, GNorm = 3.8384, lr_0 = 9.9626e-04
Validation prc-auc = 0.055998
Epoch 5562
Loss = 1.1915e-02, PNorm = 373.7965, GNorm = 1.1450, lr_0 = 9.9625e-04
Validation prc-auc = 0.053081
Epoch 5563
Loss = 7.9515e-03, PNorm = 373.8201, GNorm = 0.2717, lr_0 = 9.9625e-04
Validation prc-auc = 0.053438
Epoch 5564
Loss = 1.3068e-02, PNorm = 373.8425, GNorm = 0.1978, lr_0 = 9.9625e-04
Validation prc-auc = 0.043207
Epoch 5565
Loss = 5.8776e-02, PNorm = 373.8768, GNorm = 1.6642, lr_0 = 9.9625e-04
Validation prc-auc = 0.037307
Epoch 5566
Loss = 2.3466e-02, PNorm = 373.9213, GNorm = 0.2530, lr_0 = 9.9625e-04
Validation prc-auc = 0.033039
Epoch 5567
Loss = 3.2207e-02, PNorm = 373.9620, GNorm = 1.4258, lr_0 = 9.9625e-04
Validation prc-auc = 0.036347
Epoch 5568
Loss = 2.4734e-02, PNorm = 374.0006, GNorm = 1.1505, lr_0 = 9.9625e-04
Validation prc-auc = 0.049902
Epoch 5569
Loss = 4.1291e-03, PNorm = 374.0334, GNorm = 0.1978, lr_0 = 9.9625e-04
Loss = 2.8361e-02, PNorm = 374.0612, GNorm = 0.1270, lr_0 = 9.9625e-04
Validation prc-auc = 0.053253
Epoch 5570
Loss = 5.7221e-02, PNorm = 374.0825, GNorm = 1.3815, lr_0 = 9.9625e-04
Validation prc-auc = 0.045325
Epoch 5571
Loss = 1.8121e-02, PNorm = 374.1098, GNorm = 0.2769, lr_0 = 9.9625e-04
Validation prc-auc = 0.043746
Epoch 5572
Loss = 8.9201e-03, PNorm = 374.1269, GNorm = 0.1214, lr_0 = 9.9625e-04
Validation prc-auc = 0.046499
Epoch 5573
Loss = 2.0456e-02, PNorm = 374.1449, GNorm = 0.4087, lr_0 = 9.9625e-04
Validation prc-auc = 0.033267
Epoch 5574
Loss = 5.4460e-02, PNorm = 374.1760, GNorm = 0.4425, lr_0 = 9.9625e-04
Validation prc-auc = 0.036713
Epoch 5575
Loss = 3.5654e-02, PNorm = 374.2149, GNorm = 0.0372, lr_0 = 9.9625e-04
Validation prc-auc = 0.043895
Epoch 5576
Loss = 2.6917e-02, PNorm = 374.2565, GNorm = 0.0829, lr_0 = 9.9624e-04
Validation prc-auc = 0.047604
Epoch 5577
Loss = 8.5112e-02, PNorm = 374.2916, GNorm = 1.2306, lr_0 = 9.9624e-04
Validation prc-auc = 0.030326
Epoch 5578
Loss = 5.8229e-02, PNorm = 374.3262, GNorm = 0.1823, lr_0 = 9.9624e-04
Validation prc-auc = 0.032741
Epoch 5579
Loss = 1.3889e-02, PNorm = 374.3582, GNorm = 1.0171, lr_0 = 9.9624e-04
Loss = 2.6273e-02, PNorm = 374.3757, GNorm = 0.2740, lr_0 = 9.9624e-04
Validation prc-auc = 0.041464
Epoch 5580
Loss = 3.2635e-02, PNorm = 374.4007, GNorm = 3.0317, lr_0 = 9.9624e-04
Validation prc-auc = 0.044857
Epoch 5581
Loss = 4.9284e-02, PNorm = 374.4439, GNorm = 0.9587, lr_0 = 9.9624e-04
Validation prc-auc = 0.032987
Epoch 5582
Loss = 4.6044e-02, PNorm = 374.4859, GNorm = 1.6079, lr_0 = 9.9624e-04
Validation prc-auc = 0.031947
Epoch 5583
Loss = 2.3036e-02, PNorm = 374.5276, GNorm = 0.3256, lr_0 = 9.9624e-04
Validation prc-auc = 0.029389
Epoch 5584
Loss = 8.3044e-02, PNorm = 374.5562, GNorm = 1.1813, lr_0 = 9.9624e-04
Validation prc-auc = 0.029376
Epoch 5585
Loss = 9.0527e-02, PNorm = 374.5985, GNorm = 3.5423, lr_0 = 9.9624e-04
Validation prc-auc = 0.027151
Epoch 5586
Loss = 2.7168e-02, PNorm = 374.6497, GNorm = 0.2316, lr_0 = 9.9624e-04
Validation prc-auc = 0.028168
Epoch 5587
Loss = 2.8794e-02, PNorm = 374.6953, GNorm = 0.5555, lr_0 = 9.9624e-04
Validation prc-auc = 0.027907
Epoch 5588
Loss = 3.0730e-02, PNorm = 374.7301, GNorm = 3.0915, lr_0 = 9.9624e-04
Validation prc-auc = 0.031265
Epoch 5589
Loss = 6.5945e-02, PNorm = 374.7728, GNorm = 1.5006, lr_0 = 9.9623e-04
Loss = 4.6060e-02, PNorm = 374.8130, GNorm = 0.2567, lr_0 = 9.9623e-04
Validation prc-auc = 0.035796
Epoch 5590
Loss = 2.0094e-02, PNorm = 374.8494, GNorm = 0.2655, lr_0 = 9.9623e-04
Validation prc-auc = 0.035711
Epoch 5591
Loss = 3.0759e-02, PNorm = 374.8778, GNorm = 0.4987, lr_0 = 9.9623e-04
Validation prc-auc = 0.037823
Epoch 5592
Loss = 2.8947e-02, PNorm = 374.9066, GNorm = 1.7154, lr_0 = 9.9623e-04
Validation prc-auc = 0.036328
Epoch 5593
Loss = 3.2085e-02, PNorm = 374.9279, GNorm = 1.2007, lr_0 = 9.9623e-04
Validation prc-auc = 0.037507
Epoch 5594
Loss = 4.5573e-02, PNorm = 374.9561, GNorm = 1.3681, lr_0 = 9.9623e-04
Validation prc-auc = 0.037226
Epoch 5595
Loss = 1.5745e-02, PNorm = 374.9909, GNorm = 1.5044, lr_0 = 9.9623e-04
Validation prc-auc = 0.031482
Epoch 5596
Loss = 1.8789e-02, PNorm = 375.0293, GNorm = 0.8774, lr_0 = 9.9623e-04
Validation prc-auc = 0.032056
Epoch 5597
Loss = 1.0654e-01, PNorm = 375.0723, GNorm = 1.6410, lr_0 = 9.9623e-04
Validation prc-auc = 0.025302
Epoch 5598
Loss = 6.1479e-03, PNorm = 375.1265, GNorm = 0.1294, lr_0 = 9.9623e-04
Validation prc-auc = 0.024146
Epoch 5599
Loss = 2.7662e-03, PNorm = 375.1686, GNorm = 0.0869, lr_0 = 9.9623e-04
Loss = 6.6041e-03, PNorm = 375.1916, GNorm = 0.3045, lr_0 = 9.9623e-04
Validation prc-auc = 0.025328
Epoch 5600
Loss = 2.5399e-02, PNorm = 375.2073, GNorm = 0.1259, lr_0 = 9.9623e-04
Validation prc-auc = 0.032858
Epoch 5601
Loss = 6.1976e-02, PNorm = 375.2331, GNorm = 4.9215, lr_0 = 9.9623e-04
Validation prc-auc = 0.035512
Epoch 5602
Loss = 3.3438e-02, PNorm = 375.2744, GNorm = 2.3028, lr_0 = 9.9622e-04
Validation prc-auc = 0.033299
Epoch 5603
Loss = 6.2669e-02, PNorm = 375.3181, GNorm = 0.5564, lr_0 = 9.9622e-04
Validation prc-auc = 0.028595
Epoch 5604
Loss = 4.8911e-02, PNorm = 375.3599, GNorm = 0.8020, lr_0 = 9.9622e-04
Validation prc-auc = 0.027716
Epoch 5605
Loss = 4.1574e-02, PNorm = 375.3996, GNorm = 0.5508, lr_0 = 9.9622e-04
Validation prc-auc = 0.027953
Epoch 5606
Loss = 5.9590e-03, PNorm = 375.4365, GNorm = 0.1510, lr_0 = 9.9622e-04
Validation prc-auc = 0.036874
Epoch 5607
Loss = 2.1343e-02, PNorm = 375.4599, GNorm = 0.1495, lr_0 = 9.9622e-04
Validation prc-auc = 0.046213
Epoch 5608
Loss = 6.0230e-02, PNorm = 375.4857, GNorm = 0.3196, lr_0 = 9.9622e-04
Validation prc-auc = 0.042864
Epoch 5609
Loss = 1.7312e-03, PNorm = 375.5196, GNorm = 0.0779, lr_0 = 9.9622e-04
Loss = 2.2090e-02, PNorm = 375.5587, GNorm = 1.9253, lr_0 = 9.9622e-04
Validation prc-auc = 0.042963
Epoch 5610
Loss = 6.1010e-02, PNorm = 375.5912, GNorm = 2.2238, lr_0 = 9.9622e-04
Validation prc-auc = 0.045934
Epoch 5611
Loss = 2.0581e-02, PNorm = 375.6267, GNorm = 0.1925, lr_0 = 9.9622e-04
Validation prc-auc = 0.035228
Epoch 5612
Loss = 3.6777e-02, PNorm = 375.6544, GNorm = 0.4686, lr_0 = 9.9622e-04
Validation prc-auc = 0.031007
Epoch 5613
Loss = 5.4047e-02, PNorm = 375.6821, GNorm = 0.3800, lr_0 = 9.9622e-04
Validation prc-auc = 0.029570
Epoch 5614
Loss = 1.3977e-02, PNorm = 375.7183, GNorm = 0.2202, lr_0 = 9.9622e-04
Validation prc-auc = 0.031511
Epoch 5615
Loss = 7.3438e-02, PNorm = 375.7457, GNorm = 2.6356, lr_0 = 9.9621e-04
Validation prc-auc = 0.030322
Epoch 5616
Loss = 1.3740e-02, PNorm = 375.7815, GNorm = 0.3234, lr_0 = 9.9621e-04
Validation prc-auc = 0.030069
Epoch 5617
Loss = 1.7234e-02, PNorm = 375.8130, GNorm = 0.1373, lr_0 = 9.9621e-04
Validation prc-auc = 0.036447
Epoch 5618
Loss = 2.4500e-02, PNorm = 375.8452, GNorm = 0.1894, lr_0 = 9.9621e-04
Validation prc-auc = 0.027662
Epoch 5619
Loss = 1.4362e-02, PNorm = 375.8842, GNorm = 0.8021, lr_0 = 9.9621e-04
Loss = 2.5947e-02, PNorm = 375.9192, GNorm = 0.1015, lr_0 = 9.9621e-04
Validation prc-auc = 0.028564
Epoch 5620
Loss = 2.5529e-02, PNorm = 375.9520, GNorm = 0.0534, lr_0 = 9.9621e-04
Validation prc-auc = 0.039304
Epoch 5621
Loss = 1.6868e-02, PNorm = 375.9790, GNorm = 0.1461, lr_0 = 9.9621e-04
Validation prc-auc = 0.051359
Epoch 5622
Loss = 1.7640e-02, PNorm = 376.0072, GNorm = 0.6259, lr_0 = 9.9621e-04
Validation prc-auc = 0.050017
Epoch 5623
Loss = 1.2312e-01, PNorm = 376.0326, GNorm = 2.9412, lr_0 = 9.9621e-04
Validation prc-auc = 0.039976
Epoch 5624
Loss = 1.5419e-02, PNorm = 376.0651, GNorm = 0.5121, lr_0 = 9.9621e-04
Validation prc-auc = 0.037509
Epoch 5625
Loss = 4.0937e-02, PNorm = 376.0962, GNorm = 0.1873, lr_0 = 9.9621e-04
Validation prc-auc = 0.035475
Epoch 5626
Loss = 1.0709e-02, PNorm = 376.1222, GNorm = 0.3949, lr_0 = 9.9621e-04
Validation prc-auc = 0.035981
Epoch 5627
Loss = 3.2575e-02, PNorm = 376.1495, GNorm = 2.3642, lr_0 = 9.9621e-04
Validation prc-auc = 0.042111
Epoch 5628
Loss = 1.6700e-02, PNorm = 376.1827, GNorm = 1.1429, lr_0 = 9.9621e-04
Validation prc-auc = 0.044717
Epoch 5629
Loss = 8.5382e-03, PNorm = 376.2124, GNorm = 0.4080, lr_0 = 9.9620e-04
Loss = 2.5208e-02, PNorm = 376.2387, GNorm = 0.1078, lr_0 = 9.9620e-04
Validation prc-auc = 0.042462
Epoch 5630
Loss = 6.3717e-02, PNorm = 376.2614, GNorm = 2.3437, lr_0 = 9.9620e-04
Validation prc-auc = 0.048057
Epoch 5631
Loss = 3.2800e-02, PNorm = 376.2986, GNorm = 2.6905, lr_0 = 9.9620e-04
Validation prc-auc = 0.042092
Epoch 5632
Loss = 2.1257e-02, PNorm = 376.3321, GNorm = 0.4911, lr_0 = 9.9620e-04
Validation prc-auc = 0.037294
Epoch 5633
Loss = 4.5237e-02, PNorm = 376.3550, GNorm = 0.1496, lr_0 = 9.9620e-04
Validation prc-auc = 0.046731
Epoch 5634
Loss = 1.6944e-02, PNorm = 376.3808, GNorm = 0.2665, lr_0 = 9.9620e-04
Validation prc-auc = 0.050128
Epoch 5635
Loss = 3.6696e-02, PNorm = 376.4196, GNorm = 3.3513, lr_0 = 9.9620e-04
Validation prc-auc = 0.057976
Epoch 5636
Loss = 9.1147e-03, PNorm = 376.4573, GNorm = 0.4094, lr_0 = 9.9620e-04
Validation prc-auc = 0.053134
Epoch 5637
Loss = 5.4278e-02, PNorm = 376.4840, GNorm = 1.5640, lr_0 = 9.9620e-04
Validation prc-auc = 0.054058
Epoch 5638
Loss = 4.9480e-03, PNorm = 376.5188, GNorm = 0.5104, lr_0 = 9.9620e-04
Validation prc-auc = 0.056503
Epoch 5639
Loss = 1.9675e-01, PNorm = 376.5501, GNorm = 2.6190, lr_0 = 9.9620e-04
Loss = 2.2556e-02, PNorm = 376.5782, GNorm = 0.7129, lr_0 = 9.9620e-04
Validation prc-auc = 0.053807
Epoch 5640
Loss = 1.3944e-02, PNorm = 376.6025, GNorm = 0.1632, lr_0 = 9.9620e-04
Validation prc-auc = 0.054241
Epoch 5641
Loss = 4.3192e-02, PNorm = 376.6228, GNorm = 0.8986, lr_0 = 9.9619e-04
Validation prc-auc = 0.045511
Epoch 5642
Loss = 3.0395e-02, PNorm = 376.6529, GNorm = 0.5858, lr_0 = 9.9619e-04
Validation prc-auc = 0.050255
Epoch 5643
Loss = 2.3870e-02, PNorm = 376.6827, GNorm = 0.1418, lr_0 = 9.9619e-04
Validation prc-auc = 0.062967
Epoch 5644
Loss = 3.2410e-02, PNorm = 376.7205, GNorm = 0.0357, lr_0 = 9.9619e-04
Validation prc-auc = 0.059746
Epoch 5645
Loss = 2.0423e-02, PNorm = 376.7525, GNorm = 2.0851, lr_0 = 9.9619e-04
Validation prc-auc = 0.063950
Epoch 5646
Loss = 1.5789e-02, PNorm = 376.7804, GNorm = 0.5292, lr_0 = 9.9619e-04
Validation prc-auc = 0.048526
Epoch 5647
Loss = 4.2022e-02, PNorm = 376.8195, GNorm = 0.0815, lr_0 = 9.9619e-04
Validation prc-auc = 0.045384
Epoch 5648
Loss = 1.6293e-02, PNorm = 376.8752, GNorm = 1.7063, lr_0 = 9.9619e-04
Validation prc-auc = 0.040541
Epoch 5649
Loss = 1.7751e-01, PNorm = 376.9409, GNorm = 3.4658, lr_0 = 9.9619e-04
Loss = 2.7916e-02, PNorm = 377.0118, GNorm = 0.3148, lr_0 = 9.9619e-04
Validation prc-auc = 0.056215
Epoch 5650
Loss = 2.4125e-02, PNorm = 377.0614, GNorm = 0.0998, lr_0 = 9.9619e-04
Validation prc-auc = 0.048027
Epoch 5651
Loss = 3.7804e-02, PNorm = 377.0948, GNorm = 1.7823, lr_0 = 9.9619e-04
Validation prc-auc = 0.050488
Epoch 5652
Loss = 3.5961e-02, PNorm = 377.1234, GNorm = 0.2203, lr_0 = 9.9619e-04
Validation prc-auc = 0.059095
Epoch 5653
Loss = 1.7781e-02, PNorm = 377.1510, GNorm = 0.2046, lr_0 = 9.9619e-04
Validation prc-auc = 0.052510
Epoch 5654
Loss = 1.5348e-02, PNorm = 377.1751, GNorm = 1.1977, lr_0 = 9.9619e-04
Validation prc-auc = 0.056319
Epoch 5655
Loss = 1.9663e-02, PNorm = 377.2086, GNorm = 0.1276, lr_0 = 9.9618e-04
Validation prc-auc = 0.048333
Epoch 5656
Loss = 4.1254e-02, PNorm = 377.2420, GNorm = 0.1664, lr_0 = 9.9618e-04
Validation prc-auc = 0.051463
Epoch 5657
Loss = 4.0982e-02, PNorm = 377.2723, GNorm = 0.2676, lr_0 = 9.9618e-04
Validation prc-auc = 0.035760
Epoch 5658
Loss = 5.7534e-02, PNorm = 377.2990, GNorm = 1.4132, lr_0 = 9.9618e-04
Validation prc-auc = 0.035247
Epoch 5659
Loss = 3.5212e-02, PNorm = 377.3241, GNorm = 0.6696, lr_0 = 9.9618e-04
Loss = 1.7268e-02, PNorm = 377.3453, GNorm = 1.2694, lr_0 = 9.9618e-04
Validation prc-auc = 0.035047
Epoch 5660
Loss = 6.7467e-02, PNorm = 377.3690, GNorm = 1.4260, lr_0 = 9.9618e-04
Validation prc-auc = 0.037831
Epoch 5661
Loss = 1.6014e-02, PNorm = 377.3944, GNorm = 0.2548, lr_0 = 9.9618e-04
Validation prc-auc = 0.040418
Epoch 5662
Loss = 2.2222e-02, PNorm = 377.4096, GNorm = 1.2260, lr_0 = 9.9618e-04
Validation prc-auc = 0.040441
Epoch 5663
Loss = 3.3481e-02, PNorm = 377.4273, GNorm = 0.2194, lr_0 = 9.9618e-04
Validation prc-auc = 0.039908
Epoch 5664
Loss = 1.8611e-02, PNorm = 377.4476, GNorm = 0.8668, lr_0 = 9.9618e-04
Validation prc-auc = 0.046470
Epoch 5665
Loss = 5.3759e-02, PNorm = 377.4702, GNorm = 0.2721, lr_0 = 9.9618e-04
Validation prc-auc = 0.038198
Epoch 5666
Loss = 3.8905e-02, PNorm = 377.5006, GNorm = 1.4224, lr_0 = 9.9618e-04
Validation prc-auc = 0.038283
Epoch 5667
Loss = 3.2642e-03, PNorm = 377.5329, GNorm = 0.0417, lr_0 = 9.9618e-04
Validation prc-auc = 0.038648
Epoch 5668
Loss = 4.2766e-02, PNorm = 377.5616, GNorm = 1.5380, lr_0 = 9.9618e-04
Validation prc-auc = 0.038777
Epoch 5669
Loss = 1.1102e-02, PNorm = 377.5815, GNorm = 1.0351, lr_0 = 9.9617e-04
Loss = 7.4810e-02, PNorm = 377.6094, GNorm = 0.4929, lr_0 = 9.9617e-04
Validation prc-auc = 0.030719
Epoch 5670
Loss = 2.9163e-02, PNorm = 377.6421, GNorm = 0.1544, lr_0 = 9.9617e-04
Validation prc-auc = 0.018755
Epoch 5671
Loss = 3.2491e-02, PNorm = 377.6761, GNorm = 0.3856, lr_0 = 9.9617e-04
Validation prc-auc = 0.019407
Epoch 5672
Loss = 2.3200e-02, PNorm = 377.7074, GNorm = 1.4229, lr_0 = 9.9617e-04
Validation prc-auc = 0.030816
Epoch 5673
Loss = 5.9406e-02, PNorm = 377.7418, GNorm = 0.1822, lr_0 = 9.9617e-04
Validation prc-auc = 0.024539
Epoch 5674
Loss = 1.9306e-02, PNorm = 377.7892, GNorm = 0.4879, lr_0 = 9.9617e-04
Validation prc-auc = 0.021680
Epoch 5675
Loss = 1.1690e-02, PNorm = 377.8290, GNorm = 1.8538, lr_0 = 9.9617e-04
Validation prc-auc = 0.021610
Epoch 5676
Loss = 5.5888e-03, PNorm = 377.8702, GNorm = 0.0905, lr_0 = 9.9617e-04
Validation prc-auc = 0.022420
Epoch 5677
Loss = 2.2204e-02, PNorm = 377.8980, GNorm = 1.6556, lr_0 = 9.9617e-04
Validation prc-auc = 0.031308
Epoch 5678
Loss = 6.1013e-02, PNorm = 377.9233, GNorm = 3.1014, lr_0 = 9.9617e-04
Validation prc-auc = 0.022777
Epoch 5679
Loss = 2.5077e-03, PNorm = 377.9532, GNorm = 0.1356, lr_0 = 9.9617e-04
Loss = 1.0883e-02, PNorm = 377.9748, GNorm = 0.0570, lr_0 = 9.9617e-04
Validation prc-auc = 0.027081
Epoch 5680
Loss = 2.6973e-02, PNorm = 378.0009, GNorm = 0.0942, lr_0 = 9.9617e-04
Validation prc-auc = 0.021651
Epoch 5681
Loss = 4.3448e-02, PNorm = 378.0283, GNorm = 3.2278, lr_0 = 9.9616e-04
Validation prc-auc = 0.024340
Epoch 5682
Loss = 6.0617e-02, PNorm = 378.0739, GNorm = 0.1162, lr_0 = 9.9616e-04
Validation prc-auc = 0.038660
Epoch 5683
Loss = 2.5813e-02, PNorm = 378.1134, GNorm = 0.9070, lr_0 = 9.9616e-04
Validation prc-auc = 0.048991
Epoch 5684
Loss = 4.1486e-02, PNorm = 378.1464, GNorm = 1.1341, lr_0 = 9.9616e-04
Validation prc-auc = 0.048433
Epoch 5685
Loss = 2.1071e-02, PNorm = 378.1794, GNorm = 1.1348, lr_0 = 9.9616e-04
Validation prc-auc = 0.045719
Epoch 5686
Loss = 5.4757e-02, PNorm = 378.2155, GNorm = 0.0820, lr_0 = 9.9616e-04
Validation prc-auc = 0.044269
Epoch 5687
Loss = 4.9978e-02, PNorm = 378.2577, GNorm = 2.6299, lr_0 = 9.9616e-04
Validation prc-auc = 0.034539
Epoch 5688
Loss = 4.3592e-02, PNorm = 378.3001, GNorm = 1.3633, lr_0 = 9.9616e-04
Validation prc-auc = 0.033129
Epoch 5689
Loss = 1.0915e-02, PNorm = 378.3339, GNorm = 0.4131, lr_0 = 9.9616e-04
Loss = 3.9589e-02, PNorm = 378.3559, GNorm = 2.4481, lr_0 = 9.9616e-04
Validation prc-auc = 0.035957
Epoch 5690
Loss = 2.5029e-02, PNorm = 378.3794, GNorm = 1.6170, lr_0 = 9.9616e-04
Validation prc-auc = 0.031827
Epoch 5691
Loss = 8.7623e-03, PNorm = 378.4016, GNorm = 1.2228, lr_0 = 9.9616e-04
Validation prc-auc = 0.026741
Epoch 5692
Loss = 3.5040e-02, PNorm = 378.4210, GNorm = 0.9572, lr_0 = 9.9616e-04
Validation prc-auc = 0.029711
Epoch 5693
Loss = 7.8100e-03, PNorm = 378.4466, GNorm = 0.7082, lr_0 = 9.9616e-04
Validation prc-auc = 0.029400
Epoch 5694
Loss = 1.0105e-02, PNorm = 378.4674, GNorm = 0.3300, lr_0 = 9.9616e-04
Validation prc-auc = 0.030647
Epoch 5695
Loss = 5.2463e-03, PNorm = 378.4893, GNorm = 0.1536, lr_0 = 9.9615e-04
Validation prc-auc = 0.032153
Epoch 5696
Loss = 4.1832e-02, PNorm = 378.5083, GNorm = 0.0548, lr_0 = 9.9615e-04
Validation prc-auc = 0.034134
Epoch 5697
Loss = 5.5608e-03, PNorm = 378.5240, GNorm = 0.1281, lr_0 = 9.9615e-04
Validation prc-auc = 0.036245
Epoch 5698
Loss = 4.5217e-02, PNorm = 378.5422, GNorm = 0.2002, lr_0 = 9.9615e-04
Validation prc-auc = 0.036194
Epoch 5699
Loss = 7.7279e-02, PNorm = 378.5656, GNorm = 0.8484, lr_0 = 9.9615e-04
Loss = 4.0516e-02, PNorm = 378.5961, GNorm = 0.3387, lr_0 = 9.9615e-04
Validation prc-auc = 0.040633
Epoch 5700
Loss = 2.5459e-02, PNorm = 378.6313, GNorm = 0.0989, lr_0 = 9.9615e-04
Validation prc-auc = 0.039363
Epoch 5701
Loss = 1.2348e-02, PNorm = 378.6610, GNorm = 0.1012, lr_0 = 9.9615e-04
Validation prc-auc = 0.039000
Epoch 5702
Loss = 4.4870e-02, PNorm = 378.6890, GNorm = 1.1015, lr_0 = 9.9615e-04
Validation prc-auc = 0.031593
Epoch 5703
Loss = 6.5120e-02, PNorm = 378.7226, GNorm = 0.5960, lr_0 = 9.9615e-04
Validation prc-auc = 0.024937
Epoch 5704
Loss = 4.7795e-03, PNorm = 378.7528, GNorm = 0.0167, lr_0 = 9.9615e-04
Validation prc-auc = 0.023528
Epoch 5705
Loss = 7.4831e-02, PNorm = 378.7789, GNorm = 0.3607, lr_0 = 9.9615e-04
Validation prc-auc = 0.023678
Epoch 5706
Loss = 1.0860e-02, PNorm = 378.8065, GNorm = 0.6583, lr_0 = 9.9615e-04
Validation prc-auc = 0.028188
Epoch 5707
Loss = 2.0191e-01, PNorm = 378.8252, GNorm = 5.3504, lr_0 = 9.9615e-04
Validation prc-auc = 0.038211
Epoch 5708
Loss = 2.8557e-02, PNorm = 378.8524, GNorm = 2.4989, lr_0 = 9.9614e-04
Validation prc-auc = 0.043780
Epoch 5709
Loss = 6.0552e-03, PNorm = 378.8820, GNorm = 0.3708, lr_0 = 9.9614e-04
Loss = 3.7722e-02, PNorm = 378.9122, GNorm = 0.2106, lr_0 = 9.9614e-04
Validation prc-auc = 0.041844
Epoch 5710
Loss = 3.0413e-02, PNorm = 378.9389, GNorm = 0.1657, lr_0 = 9.9614e-04
Validation prc-auc = 0.041485
Epoch 5711
Loss = 4.7756e-02, PNorm = 378.9700, GNorm = 1.4922, lr_0 = 9.9614e-04
Validation prc-auc = 0.040964
Epoch 5712
Loss = 4.2624e-02, PNorm = 379.0021, GNorm = 1.7679, lr_0 = 9.9614e-04
Validation prc-auc = 0.039136
Epoch 5713
Loss = 3.2477e-02, PNorm = 379.0370, GNorm = 1.7128, lr_0 = 9.9614e-04
Validation prc-auc = 0.038082
Epoch 5714
Loss = 1.5544e-02, PNorm = 379.0672, GNorm = 0.3781, lr_0 = 9.9614e-04
Validation prc-auc = 0.032126
Epoch 5715
Loss = 6.9312e-03, PNorm = 379.0883, GNorm = 0.1648, lr_0 = 9.9614e-04
Validation prc-auc = 0.031907
Epoch 5716
Loss = 5.4500e-02, PNorm = 379.1049, GNorm = 0.1169, lr_0 = 9.9614e-04
Validation prc-auc = 0.042726
Epoch 5717
Loss = 3.5060e-02, PNorm = 379.1327, GNorm = 0.3879, lr_0 = 9.9614e-04
Validation prc-auc = 0.042603
Epoch 5718
Loss = 1.2615e-02, PNorm = 379.1676, GNorm = 0.4525, lr_0 = 9.9614e-04
Validation prc-auc = 0.038848
Epoch 5719
Loss = 7.5493e-03, PNorm = 379.1955, GNorm = 0.5515, lr_0 = 9.9614e-04
Loss = 8.7115e-03, PNorm = 379.2159, GNorm = 0.1943, lr_0 = 9.9614e-04
Validation prc-auc = 0.041645
Epoch 5720
Loss = 3.6731e-02, PNorm = 379.2399, GNorm = 1.6989, lr_0 = 9.9614e-04
Validation prc-auc = 0.045269
Epoch 5721
Loss = 2.2615e-02, PNorm = 379.2677, GNorm = 2.2322, lr_0 = 9.9613e-04
Validation prc-auc = 0.052598
Epoch 5722
Loss = 2.3106e-02, PNorm = 379.3072, GNorm = 0.2365, lr_0 = 9.9613e-04
Validation prc-auc = 0.068515
Epoch 5723
Loss = 1.5188e-02, PNorm = 379.3438, GNorm = 0.0320, lr_0 = 9.9613e-04
Validation prc-auc = 0.071655
Epoch 5724
Loss = 4.9650e-03, PNorm = 379.3701, GNorm = 0.0322, lr_0 = 9.9613e-04
Validation prc-auc = 0.073717
Epoch 5725
Loss = 2.7864e-02, PNorm = 379.3939, GNorm = 0.4610, lr_0 = 9.9613e-04
Validation prc-auc = 0.067663
Epoch 5726
Loss = 8.8521e-03, PNorm = 379.4158, GNorm = 0.2463, lr_0 = 9.9613e-04
Validation prc-auc = 0.071499
Epoch 5727
Loss = 9.7035e-02, PNorm = 379.4483, GNorm = 1.7792, lr_0 = 9.9613e-04
Validation prc-auc = 0.035523
Epoch 5728
Loss = 7.0870e-02, PNorm = 379.4913, GNorm = 1.4731, lr_0 = 9.9613e-04
Validation prc-auc = 0.037354
Epoch 5729
Loss = 5.2423e-02, PNorm = 379.5293, GNorm = 1.2663, lr_0 = 9.9613e-04
Loss = 1.5952e-02, PNorm = 379.5555, GNorm = 0.1043, lr_0 = 9.9613e-04
Validation prc-auc = 0.043922
Epoch 5730
Loss = 4.5155e-02, PNorm = 379.5799, GNorm = 0.1910, lr_0 = 9.9613e-04
Validation prc-auc = 0.045152
Epoch 5731
Loss = 5.7329e-03, PNorm = 379.6027, GNorm = 0.0893, lr_0 = 9.9613e-04
Validation prc-auc = 0.046504
Epoch 5732
Loss = 1.6487e-02, PNorm = 379.6193, GNorm = 0.8221, lr_0 = 9.9613e-04
Validation prc-auc = 0.047742
Epoch 5733
Loss = 6.7200e-03, PNorm = 379.6367, GNorm = 0.5375, lr_0 = 9.9613e-04
Validation prc-auc = 0.047711
Epoch 5734
Loss = 2.7921e-02, PNorm = 379.6584, GNorm = 0.1198, lr_0 = 9.9612e-04
Validation prc-auc = 0.044369
Epoch 5735
Loss = 2.1839e-02, PNorm = 379.6819, GNorm = 0.0658, lr_0 = 9.9612e-04
Validation prc-auc = 0.046784
Epoch 5736
Loss = 2.0259e-02, PNorm = 379.7042, GNorm = 1.1890, lr_0 = 9.9612e-04
Validation prc-auc = 0.043910
Epoch 5737
Loss = 1.7277e-02, PNorm = 379.7272, GNorm = 0.3210, lr_0 = 9.9612e-04
Validation prc-auc = 0.047280
Epoch 5738
Loss = 7.8876e-03, PNorm = 379.7550, GNorm = 0.3377, lr_0 = 9.9612e-04
Validation prc-auc = 0.049042
Epoch 5739
Loss = 3.9087e-03, PNorm = 379.7813, GNorm = 0.1917, lr_0 = 9.9612e-04
Loss = 3.3934e-02, PNorm = 379.8082, GNorm = 0.0427, lr_0 = 9.9612e-04
Validation prc-auc = 0.064485
Epoch 5740
Loss = 1.1804e-02, PNorm = 379.8387, GNorm = 1.4548, lr_0 = 9.9612e-04
Validation prc-auc = 0.066571
Epoch 5741
Loss = 2.1428e-02, PNorm = 379.8694, GNorm = 1.5522, lr_0 = 9.9612e-04
Validation prc-auc = 0.075738
Epoch 5742
Loss = 2.6329e-02, PNorm = 379.8982, GNorm = 0.5575, lr_0 = 9.9612e-04
Validation prc-auc = 0.063451
Epoch 5743
Loss = 9.4185e-02, PNorm = 379.9324, GNorm = 0.2772, lr_0 = 9.9612e-04
Validation prc-auc = 0.035243
Epoch 5744
Loss = 5.2282e-02, PNorm = 379.9756, GNorm = 2.0186, lr_0 = 9.9612e-04
Validation prc-auc = 0.057860
Epoch 5745
Loss = 1.5609e-02, PNorm = 380.0169, GNorm = 0.0915, lr_0 = 9.9612e-04
Validation prc-auc = 0.065781
Epoch 5746
Loss = 9.0456e-03, PNorm = 380.0446, GNorm = 0.7030, lr_0 = 9.9612e-04
Validation prc-auc = 0.066745
Epoch 5747
Loss = 4.7855e-02, PNorm = 380.0689, GNorm = 2.7179, lr_0 = 9.9612e-04
Validation prc-auc = 0.069762
Epoch 5748
Loss = 2.2079e-02, PNorm = 380.0919, GNorm = 1.5874, lr_0 = 9.9611e-04
Validation prc-auc = 0.072001
Epoch 5749
Loss = 9.8777e-02, PNorm = 380.1141, GNorm = 1.4190, lr_0 = 9.9611e-04
Loss = 5.7842e-02, PNorm = 380.1468, GNorm = 0.7771, lr_0 = 9.9611e-04
Validation prc-auc = 0.064303
Epoch 5750
Loss = 4.6622e-02, PNorm = 380.1872, GNorm = 1.1012, lr_0 = 9.9611e-04
Validation prc-auc = 0.062829
Epoch 5751
Loss = 3.4559e-02, PNorm = 380.2258, GNorm = 0.0640, lr_0 = 9.9611e-04
Validation prc-auc = 0.071450
Epoch 5752
Loss = 3.5874e-02, PNorm = 380.2614, GNorm = 0.4830, lr_0 = 9.9611e-04
Validation prc-auc = 0.067962
Epoch 5753
Loss = 1.8358e-02, PNorm = 380.2912, GNorm = 0.4364, lr_0 = 9.9611e-04
Validation prc-auc = 0.071656
Epoch 5754
Loss = 3.5524e-02, PNorm = 380.3186, GNorm = 0.2218, lr_0 = 9.9611e-04
Validation prc-auc = 0.071112
Epoch 5755
Loss = 1.0468e-02, PNorm = 380.3419, GNorm = 0.0505, lr_0 = 9.9611e-04
Validation prc-auc = 0.072270
Epoch 5756
Loss = 7.8836e-02, PNorm = 380.3643, GNorm = 0.9012, lr_0 = 9.9611e-04
Validation prc-auc = 0.059419
Epoch 5757
Loss = 3.9802e-02, PNorm = 380.3941, GNorm = 2.6230, lr_0 = 9.9611e-04
Validation prc-auc = 0.056566
Epoch 5758
Loss = 4.1169e-02, PNorm = 380.4260, GNorm = 0.8216, lr_0 = 9.9611e-04
Validation prc-auc = 0.071078
Epoch 5759
Loss = 6.8986e-03, PNorm = 380.4672, GNorm = 0.2122, lr_0 = 9.9611e-04
Loss = 2.6984e-02, PNorm = 380.4968, GNorm = 2.6545, lr_0 = 9.9611e-04
Validation prc-auc = 0.067597
Epoch 5760
Loss = 1.7559e-02, PNorm = 380.5272, GNorm = 1.0268, lr_0 = 9.9611e-04
Validation prc-auc = 0.066928
Epoch 5761
Loss = 7.5512e-03, PNorm = 380.5525, GNorm = 0.3661, lr_0 = 9.9610e-04
Validation prc-auc = 0.067824
Epoch 5762
Loss = 9.8079e-03, PNorm = 380.5706, GNorm = 1.8528, lr_0 = 9.9610e-04
Validation prc-auc = 0.065066
Epoch 5763
Loss = 8.3477e-03, PNorm = 380.5859, GNorm = 0.0858, lr_0 = 9.9610e-04
Validation prc-auc = 0.059322
Epoch 5764
Loss = 1.0065e-02, PNorm = 380.6045, GNorm = 0.0691, lr_0 = 9.9610e-04
Validation prc-auc = 0.062780
Epoch 5765
Loss = 1.1384e-02, PNorm = 380.6251, GNorm = 0.5363, lr_0 = 9.9610e-04
Validation prc-auc = 0.062906
Epoch 5766
Loss = 2.4385e-02, PNorm = 380.6491, GNorm = 0.2096, lr_0 = 9.9610e-04
Validation prc-auc = 0.062831
Epoch 5767
Loss = 8.0546e-04, PNorm = 380.6887, GNorm = 0.0266, lr_0 = 9.9610e-04
Validation prc-auc = 0.059988
Epoch 5768
Loss = 1.5824e-02, PNorm = 380.7253, GNorm = 0.8780, lr_0 = 9.9610e-04
Validation prc-auc = 0.056533
Epoch 5769
Loss = 1.6003e-01, PNorm = 380.7681, GNorm = 4.8306, lr_0 = 9.9610e-04
Loss = 2.5903e-02, PNorm = 380.8125, GNorm = 0.3914, lr_0 = 9.9610e-04
Validation prc-auc = 0.054383
Epoch 5770
Loss = 1.3552e-02, PNorm = 380.8481, GNorm = 0.1662, lr_0 = 9.9610e-04
Validation prc-auc = 0.059872
Epoch 5771
Loss = 3.6669e-02, PNorm = 380.8762, GNorm = 5.3768, lr_0 = 9.9610e-04
Validation prc-auc = 0.061882
Epoch 5772
Loss = 1.7542e-02, PNorm = 380.9107, GNorm = 2.2744, lr_0 = 9.9610e-04
Validation prc-auc = 0.065463
Epoch 5773
Loss = 3.6640e-02, PNorm = 380.9440, GNorm = 2.2692, lr_0 = 9.9610e-04
Validation prc-auc = 0.060565
Epoch 5774
Loss = 4.5682e-02, PNorm = 380.9878, GNorm = 0.8086, lr_0 = 9.9609e-04
Validation prc-auc = 0.047117
Epoch 5775
Loss = 8.4106e-03, PNorm = 381.0329, GNorm = 0.8694, lr_0 = 9.9609e-04
Validation prc-auc = 0.046979
Epoch 5776
Loss = 1.5275e-02, PNorm = 381.0639, GNorm = 0.1426, lr_0 = 9.9609e-04
Validation prc-auc = 0.047135
Epoch 5777
Loss = 5.2863e-02, PNorm = 381.0871, GNorm = 0.0895, lr_0 = 9.9609e-04
Validation prc-auc = 0.056071
Epoch 5778
Loss = 3.2122e-02, PNorm = 381.1204, GNorm = 1.4815, lr_0 = 9.9609e-04
Validation prc-auc = 0.050176
Epoch 5779
Loss = 2.9792e-03, PNorm = 381.1534, GNorm = 0.1047, lr_0 = 9.9609e-04
Loss = 4.9611e-02, PNorm = 381.1959, GNorm = 0.0546, lr_0 = 9.9609e-04
Validation prc-auc = 0.055723
Epoch 5780
Loss = 1.4140e-02, PNorm = 381.2368, GNorm = 0.2303, lr_0 = 9.9609e-04
Validation prc-auc = 0.053013
Epoch 5781
Loss = 7.4517e-03, PNorm = 381.2600, GNorm = 0.3796, lr_0 = 9.9609e-04
Validation prc-auc = 0.050479
Epoch 5782
Loss = 1.7361e-02, PNorm = 381.2745, GNorm = 0.2370, lr_0 = 9.9609e-04
Validation prc-auc = 0.050675
Epoch 5783
Loss = 1.5783e-02, PNorm = 381.2882, GNorm = 1.7096, lr_0 = 9.9609e-04
Validation prc-auc = 0.057411
Epoch 5784
Loss = 4.7070e-02, PNorm = 381.3084, GNorm = 0.7905, lr_0 = 9.9609e-04
Validation prc-auc = 0.055147
Epoch 5785
Loss = 1.3778e-02, PNorm = 381.3413, GNorm = 0.1868, lr_0 = 9.9609e-04
Validation prc-auc = 0.055921
Epoch 5786
Loss = 3.0419e-02, PNorm = 381.3726, GNorm = 0.2890, lr_0 = 9.9609e-04
Validation prc-auc = 0.053059
Epoch 5787
Loss = 2.2570e-02, PNorm = 381.3981, GNorm = 0.0359, lr_0 = 9.9609e-04
Validation prc-auc = 0.055157
Epoch 5788
Loss = 5.0060e-03, PNorm = 381.4215, GNorm = 0.1311, lr_0 = 9.9608e-04
Validation prc-auc = 0.054485
Epoch 5789
Loss = 2.1833e-02, PNorm = 381.4501, GNorm = 1.3862, lr_0 = 9.9608e-04
Loss = 4.2650e-02, PNorm = 381.4872, GNorm = 0.3646, lr_0 = 9.9608e-04
Validation prc-auc = 0.049332
Epoch 5790
Loss = 2.7414e-02, PNorm = 381.5244, GNorm = 0.1459, lr_0 = 9.9608e-04
Validation prc-auc = 0.032603
Epoch 5791
Loss = 3.6162e-02, PNorm = 381.5609, GNorm = 1.7145, lr_0 = 9.9608e-04
Validation prc-auc = 0.024980
Epoch 5792
Loss = 1.7805e-02, PNorm = 381.6056, GNorm = 0.9408, lr_0 = 9.9608e-04
Validation prc-auc = 0.041691
Epoch 5793
Loss = 1.6255e-02, PNorm = 381.6450, GNorm = 0.7494, lr_0 = 9.9608e-04
Validation prc-auc = 0.047014
Epoch 5794
Loss = 2.3930e-02, PNorm = 381.6698, GNorm = 0.2232, lr_0 = 9.9608e-04
Validation prc-auc = 0.044967
Epoch 5795
Loss = 6.2866e-02, PNorm = 381.6927, GNorm = 4.1896, lr_0 = 9.9608e-04
Validation prc-auc = 0.045750
Epoch 5796
Loss = 4.3879e-02, PNorm = 381.7378, GNorm = 0.4119, lr_0 = 9.9608e-04
Validation prc-auc = 0.046110
Epoch 5797
Loss = 3.6452e-03, PNorm = 381.7749, GNorm = 0.6463, lr_0 = 9.9608e-04
Validation prc-auc = 0.060701
Epoch 5798
Loss = 5.1872e-03, PNorm = 381.8095, GNorm = 0.0392, lr_0 = 9.9608e-04
Validation prc-auc = 0.044618
Epoch 5799
Loss = 1.2662e-01, PNorm = 381.8443, GNorm = 2.1665, lr_0 = 9.9608e-04
Loss = 3.7241e-02, PNorm = 381.8885, GNorm = 0.3839, lr_0 = 9.9608e-04
Validation prc-auc = 0.049290
Epoch 5800
Loss = 4.8110e-02, PNorm = 381.9337, GNorm = 1.1217, lr_0 = 9.9607e-04
Validation prc-auc = 0.042813
Epoch 5801
Loss = 3.1057e-02, PNorm = 381.9755, GNorm = 2.4598, lr_0 = 9.9607e-04
Validation prc-auc = 0.048560
Epoch 5802
Loss = 2.1355e-02, PNorm = 382.0067, GNorm = 0.3284, lr_0 = 9.9607e-04
Validation prc-auc = 0.040684
Epoch 5803
Loss = 4.3839e-02, PNorm = 382.0323, GNorm = 0.4847, lr_0 = 9.9607e-04
Validation prc-auc = 0.042816
Epoch 5804
Loss = 2.1288e-02, PNorm = 382.0624, GNorm = 1.6479, lr_0 = 9.9607e-04
Validation prc-auc = 0.041644
Epoch 5805
Loss = 3.4628e-02, PNorm = 382.0964, GNorm = 0.5347, lr_0 = 9.9607e-04
Validation prc-auc = 0.041939
Epoch 5806
Loss = 5.1018e-02, PNorm = 382.1416, GNorm = 0.1895, lr_0 = 9.9607e-04
Validation prc-auc = 0.029515
Epoch 5807
Loss = 5.3062e-02, PNorm = 382.1850, GNorm = 0.8184, lr_0 = 9.9607e-04
Validation prc-auc = 0.032456
Epoch 5808
Loss = 1.9820e-02, PNorm = 382.2304, GNorm = 0.5799, lr_0 = 9.9607e-04
Validation prc-auc = 0.045309
Epoch 5809
Loss = 3.1559e-02, PNorm = 382.2642, GNorm = 1.0548, lr_0 = 9.9607e-04
Loss = 1.2265e-02, PNorm = 382.2911, GNorm = 0.4586, lr_0 = 9.9607e-04
Validation prc-auc = 0.048267
Epoch 5810
Loss = 2.4772e-02, PNorm = 382.3148, GNorm = 1.0735, lr_0 = 9.9607e-04
Validation prc-auc = 0.044171
Epoch 5811
Loss = 4.5725e-02, PNorm = 382.3491, GNorm = 0.5361, lr_0 = 9.9607e-04
Validation prc-auc = 0.048716
Epoch 5812
Loss = 2.2444e-02, PNorm = 382.3839, GNorm = 0.4112, lr_0 = 9.9607e-04
Validation prc-auc = 0.044529
Epoch 5813
Loss = 3.8791e-02, PNorm = 382.4212, GNorm = 0.1338, lr_0 = 9.9607e-04
Validation prc-auc = 0.046083
Epoch 5814
Loss = 8.0605e-03, PNorm = 382.4645, GNorm = 0.0844, lr_0 = 9.9606e-04
Validation prc-auc = 0.049375
Epoch 5815
Loss = 1.2019e-02, PNorm = 382.4993, GNorm = 0.3533, lr_0 = 9.9606e-04
Validation prc-auc = 0.061928
Epoch 5816
Loss = 3.9472e-02, PNorm = 382.5388, GNorm = 0.4662, lr_0 = 9.9606e-04
Validation prc-auc = 0.064098
Epoch 5817
Loss = 5.6370e-02, PNorm = 382.5833, GNorm = 0.2067, lr_0 = 9.9606e-04
Validation prc-auc = 0.048297
Epoch 5818
Loss = 5.5174e-03, PNorm = 382.6282, GNorm = 0.2127, lr_0 = 9.9606e-04
Validation prc-auc = 0.054751
Epoch 5819
Loss = 5.7515e-04, PNorm = 382.6622, GNorm = 0.0269, lr_0 = 9.9606e-04
Loss = 7.6793e-03, PNorm = 382.6824, GNorm = 2.8208, lr_0 = 9.9606e-04
Validation prc-auc = 0.057583
Epoch 5820
Loss = 2.8685e-02, PNorm = 382.7043, GNorm = 0.0344, lr_0 = 9.9606e-04
Validation prc-auc = 0.050227
Epoch 5821
Loss = 1.3945e-02, PNorm = 382.7228, GNorm = 0.1754, lr_0 = 9.9606e-04
Validation prc-auc = 0.050495
Epoch 5822
Loss = 3.2703e-02, PNorm = 382.7410, GNorm = 3.1485, lr_0 = 9.9606e-04
Validation prc-auc = 0.049831
Epoch 5823
Loss = 4.8845e-02, PNorm = 382.7686, GNorm = 0.9347, lr_0 = 9.9606e-04
Validation prc-auc = 0.050780
Epoch 5824
Loss = 3.8519e-02, PNorm = 382.7990, GNorm = 1.8573, lr_0 = 9.9606e-04
Validation prc-auc = 0.050217
Epoch 5825
Loss = 1.9756e-02, PNorm = 382.8322, GNorm = 0.0918, lr_0 = 9.9606e-04
Validation prc-auc = 0.048187
Epoch 5826
Loss = 4.0087e-02, PNorm = 382.8603, GNorm = 0.0650, lr_0 = 9.9606e-04
Validation prc-auc = 0.052108
Epoch 5827
Loss = 4.1967e-02, PNorm = 382.8828, GNorm = 1.5166, lr_0 = 9.9606e-04
Validation prc-auc = 0.044351
Epoch 5828
Loss = 6.9699e-02, PNorm = 382.9085, GNorm = 0.5586, lr_0 = 9.9605e-04
Validation prc-auc = 0.031561
Epoch 5829
Loss = 5.2387e-03, PNorm = 382.9383, GNorm = 0.2717, lr_0 = 9.9605e-04
Loss = 1.0252e-02, PNorm = 382.9622, GNorm = 0.8685, lr_0 = 9.9605e-04
Validation prc-auc = 0.043629
Epoch 5830
Loss = 2.5890e-02, PNorm = 382.9785, GNorm = 0.7767, lr_0 = 9.9605e-04
Validation prc-auc = 0.043260
Epoch 5831
Loss = 4.1434e-02, PNorm = 383.0021, GNorm = 2.1769, lr_0 = 9.9605e-04
Validation prc-auc = 0.033503
Epoch 5832
Loss = 2.8900e-02, PNorm = 383.0269, GNorm = 1.5814, lr_0 = 9.9605e-04
Validation prc-auc = 0.039461
Epoch 5833
Loss = 2.7052e-02, PNorm = 383.0516, GNorm = 3.4577, lr_0 = 9.9605e-04
Validation prc-auc = 0.046147
Epoch 5834
Loss = 2.0471e-02, PNorm = 383.0829, GNorm = 0.0551, lr_0 = 9.9605e-04
Validation prc-auc = 0.039591
Epoch 5835
Loss = 1.8080e-02, PNorm = 383.1245, GNorm = 0.2250, lr_0 = 9.9605e-04
Validation prc-auc = 0.038383
Epoch 5836
Loss = 3.8886e-03, PNorm = 383.1615, GNorm = 0.0748, lr_0 = 9.9605e-04
Validation prc-auc = 0.033633
Epoch 5837
Loss = 2.4920e-02, PNorm = 383.1846, GNorm = 0.8396, lr_0 = 9.9605e-04
Validation prc-auc = 0.032200
Epoch 5838
Loss = 2.5018e-02, PNorm = 383.2274, GNorm = 0.5385, lr_0 = 9.9605e-04
Validation prc-auc = 0.029622
Epoch 5839
Loss = 1.4918e-02, PNorm = 383.2706, GNorm = 1.1324, lr_0 = 9.9605e-04
Loss = 4.2720e-02, PNorm = 383.3049, GNorm = 2.4070, lr_0 = 9.9605e-04
Validation prc-auc = 0.034375
Epoch 5840
Loss = 5.0059e-02, PNorm = 383.3422, GNorm = 1.6594, lr_0 = 9.9604e-04
Validation prc-auc = 0.026458
Epoch 5841
Loss = 1.4242e-02, PNorm = 383.3806, GNorm = 0.1606, lr_0 = 9.9604e-04
Validation prc-auc = 0.025017
Epoch 5842
Loss = 2.4844e-02, PNorm = 383.4088, GNorm = 0.2132, lr_0 = 9.9604e-04
Validation prc-auc = 0.025674
Epoch 5843
Loss = 2.4650e-02, PNorm = 383.4310, GNorm = 4.5591, lr_0 = 9.9604e-04
Validation prc-auc = 0.025984
Epoch 5844
Loss = 4.3520e-02, PNorm = 383.4594, GNorm = 2.3673, lr_0 = 9.9604e-04
Validation prc-auc = 0.031476
Epoch 5845
Loss = 5.1669e-02, PNorm = 383.4943, GNorm = 1.5341, lr_0 = 9.9604e-04
Validation prc-auc = 0.033148
Epoch 5846
Loss = 1.3592e-02, PNorm = 383.5463, GNorm = 0.3178, lr_0 = 9.9604e-04
Validation prc-auc = 0.049968
Epoch 5847
Loss = 3.5031e-02, PNorm = 383.5923, GNorm = 0.6115, lr_0 = 9.9604e-04
Validation prc-auc = 0.056363
Epoch 5848
Loss = 2.0059e-02, PNorm = 383.6393, GNorm = 3.3929, lr_0 = 9.9604e-04
Validation prc-auc = 0.047884
Epoch 5849
Loss = 7.5402e-02, PNorm = 383.7007, GNorm = 1.2441, lr_0 = 9.9604e-04
Loss = 4.0130e-02, PNorm = 383.7583, GNorm = 2.1749, lr_0 = 9.9604e-04
Validation prc-auc = 0.050749
Epoch 5850
Loss = 6.2166e-02, PNorm = 383.8177, GNorm = 4.6589, lr_0 = 9.9604e-04
Validation prc-auc = 0.067981
Epoch 5851
Loss = 4.7161e-02, PNorm = 383.8880, GNorm = 0.1771, lr_0 = 9.9604e-04
Validation prc-auc = 0.058700
Epoch 5852
Loss = 3.7684e-02, PNorm = 383.9448, GNorm = 1.5386, lr_0 = 9.9604e-04
Validation prc-auc = 0.064254
Epoch 5853
Loss = 2.4562e-02, PNorm = 383.9962, GNorm = 0.2076, lr_0 = 9.9604e-04
Validation prc-auc = 0.058514
Epoch 5854
Loss = 4.8251e-02, PNorm = 384.0386, GNorm = 2.0373, lr_0 = 9.9603e-04
Validation prc-auc = 0.061037
Epoch 5855
Loss = 3.3820e-02, PNorm = 384.0838, GNorm = 0.4397, lr_0 = 9.9603e-04
Validation prc-auc = 0.055729
Epoch 5856
Loss = 3.9471e-02, PNorm = 384.1252, GNorm = 2.4438, lr_0 = 9.9603e-04
Validation prc-auc = 0.055587
Epoch 5857
Loss = 2.6480e-03, PNorm = 384.1573, GNorm = 0.1044, lr_0 = 9.9603e-04
Validation prc-auc = 0.053344
Epoch 5858
Loss = 2.9833e-02, PNorm = 384.1987, GNorm = 2.0563, lr_0 = 9.9603e-04
Validation prc-auc = 0.056594
Epoch 5859
Loss = 1.7130e-01, PNorm = 384.2370, GNorm = 4.4365, lr_0 = 9.9603e-04
Loss = 4.0599e-02, PNorm = 384.2800, GNorm = 0.5526, lr_0 = 9.9603e-04
Validation prc-auc = 0.053177
Epoch 5860
Loss = 4.1068e-02, PNorm = 384.3152, GNorm = 0.2704, lr_0 = 9.9603e-04
Validation prc-auc = 0.035622
Epoch 5861
Loss = 4.8201e-02, PNorm = 384.3452, GNorm = 0.6249, lr_0 = 9.9603e-04
Validation prc-auc = 0.036156
Epoch 5862
Loss = 3.5922e-02, PNorm = 384.3816, GNorm = 0.9121, lr_0 = 9.9603e-04
Validation prc-auc = 0.055881
Epoch 5863
Loss = 4.9521e-02, PNorm = 384.4115, GNorm = 0.0724, lr_0 = 9.9603e-04
Validation prc-auc = 0.040064
Epoch 5864
Loss = 3.4390e-02, PNorm = 384.4427, GNorm = 0.7773, lr_0 = 9.9603e-04
Validation prc-auc = 0.032706
Epoch 5865
Loss = 2.1262e-02, PNorm = 384.4793, GNorm = 1.0710, lr_0 = 9.9603e-04
Validation prc-auc = 0.038273
Epoch 5866
Loss = 6.1055e-02, PNorm = 384.5080, GNorm = 1.8519, lr_0 = 9.9603e-04
Validation prc-auc = 0.044648
Epoch 5867
Loss = 3.1948e-02, PNorm = 384.5345, GNorm = 1.1979, lr_0 = 9.9602e-04
Validation prc-auc = 0.043411
Epoch 5868
Loss = 1.1114e-01, PNorm = 384.5630, GNorm = 1.9627, lr_0 = 9.9602e-04
Validation prc-auc = 0.049576
Epoch 5869
Loss = 2.5510e-01, PNorm = 384.5909, GNorm = 3.1590, lr_0 = 9.9602e-04
Loss = 3.8047e-02, PNorm = 384.6163, GNorm = 0.2152, lr_0 = 9.9602e-04
Validation prc-auc = 0.045024
Epoch 5870
Loss = 2.4855e-02, PNorm = 384.6457, GNorm = 0.1444, lr_0 = 9.9602e-04
Validation prc-auc = 0.059506
Epoch 5871
Loss = 2.2402e-02, PNorm = 384.6838, GNorm = 0.1876, lr_0 = 9.9602e-04
Validation prc-auc = 0.053575
Epoch 5872
Loss = 2.3789e-02, PNorm = 384.7219, GNorm = 0.0634, lr_0 = 9.9602e-04
Validation prc-auc = 0.032340
Epoch 5873
Loss = 7.5518e-02, PNorm = 384.7715, GNorm = 0.7211, lr_0 = 9.9602e-04
Validation prc-auc = 0.028856
Epoch 5874
Loss = 2.4968e-02, PNorm = 384.8396, GNorm = 0.1466, lr_0 = 9.9602e-04
Validation prc-auc = 0.042708
Epoch 5875
Loss = 2.3961e-02, PNorm = 384.8901, GNorm = 0.1873, lr_0 = 9.9602e-04
Validation prc-auc = 0.030712
Epoch 5876
Loss = 8.5529e-03, PNorm = 384.9318, GNorm = 0.1581, lr_0 = 9.9602e-04
Validation prc-auc = 0.035683
Epoch 5877
Loss = 1.1273e-02, PNorm = 384.9668, GNorm = 0.8589, lr_0 = 9.9602e-04
Validation prc-auc = 0.035922
Epoch 5878
Loss = 4.5747e-03, PNorm = 384.9939, GNorm = 0.2505, lr_0 = 9.9602e-04
Validation prc-auc = 0.047469
Epoch 5879
Loss = 3.2228e-03, PNorm = 385.0275, GNorm = 0.1647, lr_0 = 9.9602e-04
Loss = 6.8435e-02, PNorm = 385.0712, GNorm = 0.0723, lr_0 = 9.9602e-04
Validation prc-auc = 0.033596
Epoch 5880
Loss = 3.2230e-02, PNorm = 385.1143, GNorm = 4.8913, lr_0 = 9.9601e-04
Validation prc-auc = 0.039487
Epoch 5881
Loss = 2.4440e-02, PNorm = 385.1499, GNorm = 2.0409, lr_0 = 9.9601e-04
Validation prc-auc = 0.046779
Epoch 5882
Loss = 4.8885e-02, PNorm = 385.1827, GNorm = 0.9501, lr_0 = 9.9601e-04
Validation prc-auc = 0.042330
Epoch 5883
Loss = 8.3683e-02, PNorm = 385.2182, GNorm = 3.0041, lr_0 = 9.9601e-04
Validation prc-auc = 0.039896
Epoch 5884
Loss = 2.2314e-02, PNorm = 385.2531, GNorm = 0.1853, lr_0 = 9.9601e-04
Validation prc-auc = 0.037897
Epoch 5885
Loss = 4.5464e-02, PNorm = 385.2794, GNorm = 1.5258, lr_0 = 9.9601e-04
Validation prc-auc = 0.049221
Epoch 5886
Loss = 5.0760e-02, PNorm = 385.3023, GNorm = 2.5635, lr_0 = 9.9601e-04
Validation prc-auc = 0.049713
Epoch 5887
Loss = 2.1609e-02, PNorm = 385.3375, GNorm = 1.0986, lr_0 = 9.9601e-04
Validation prc-auc = 0.057249
Epoch 5888
Loss = 6.9623e-02, PNorm = 385.3791, GNorm = 2.2124, lr_0 = 9.9601e-04
Validation prc-auc = 0.061378
Epoch 5889
Loss = 5.9853e-03, PNorm = 385.4214, GNorm = 0.3292, lr_0 = 9.9601e-04
Loss = 2.6210e-02, PNorm = 385.4535, GNorm = 0.1662, lr_0 = 9.9601e-04
Validation prc-auc = 0.062126
Epoch 5890
Loss = 6.8225e-02, PNorm = 385.4848, GNorm = 1.2090, lr_0 = 9.9601e-04
Validation prc-auc = 0.058642
Epoch 5891
Loss = 5.6547e-02, PNorm = 385.5235, GNorm = 1.8725, lr_0 = 9.9601e-04
Validation prc-auc = 0.049968
Epoch 5892
Loss = 4.9296e-02, PNorm = 385.5679, GNorm = 1.1102, lr_0 = 9.9601e-04
Validation prc-auc = 0.048125
Epoch 5893
Loss = 2.7191e-02, PNorm = 385.6127, GNorm = 0.3690, lr_0 = 9.9600e-04
Validation prc-auc = 0.048215
Epoch 5894
Loss = 4.1537e-02, PNorm = 385.6498, GNorm = 0.2068, lr_0 = 9.9600e-04
Validation prc-auc = 0.048130
Epoch 5895
Loss = 6.0042e-02, PNorm = 385.6944, GNorm = 0.1690, lr_0 = 9.9600e-04
Validation prc-auc = 0.042056
Epoch 5896
Loss = 2.8554e-02, PNorm = 385.7339, GNorm = 2.1413, lr_0 = 9.9600e-04
Validation prc-auc = 0.043114
Epoch 5897
Loss = 4.5836e-02, PNorm = 385.7764, GNorm = 0.0966, lr_0 = 9.9600e-04
Validation prc-auc = 0.046493
Epoch 5898
Loss = 6.6961e-02, PNorm = 385.8208, GNorm = 0.1803, lr_0 = 9.9600e-04
Validation prc-auc = 0.049676
Epoch 5899
Loss = 9.9205e-02, PNorm = 385.8639, GNorm = 1.4154, lr_0 = 9.9600e-04
Loss = 6.6159e-02, PNorm = 385.9216, GNorm = 0.6047, lr_0 = 9.9600e-04
Validation prc-auc = 0.042070
Epoch 5900
Loss = 3.6910e-02, PNorm = 385.9722, GNorm = 0.8216, lr_0 = 9.9600e-04
Validation prc-auc = 0.048558
Epoch 5901
Loss = 5.6601e-02, PNorm = 386.0101, GNorm = 1.3459, lr_0 = 9.9600e-04
Validation prc-auc = 0.053933
Epoch 5902
Loss = 4.1325e-02, PNorm = 386.0510, GNorm = 1.6938, lr_0 = 9.9600e-04
Validation prc-auc = 0.065945
Epoch 5903
Loss = 1.2173e-02, PNorm = 386.1014, GNorm = 0.3858, lr_0 = 9.9600e-04
Validation prc-auc = 0.062500
Epoch 5904
Loss = 2.4834e-02, PNorm = 386.1444, GNorm = 0.5151, lr_0 = 9.9600e-04
Validation prc-auc = 0.057901
Epoch 5905
Loss = 1.4139e-02, PNorm = 386.1822, GNorm = 0.5187, lr_0 = 9.9600e-04
Validation prc-auc = 0.059303
Epoch 5906
Loss = 2.4637e-02, PNorm = 386.2126, GNorm = 1.9152, lr_0 = 9.9600e-04
Validation prc-auc = 0.064350
Epoch 5907
Loss = 1.2041e-02, PNorm = 386.2445, GNorm = 0.2697, lr_0 = 9.9599e-04
Validation prc-auc = 0.050990
Epoch 5908
Loss = 5.7206e-02, PNorm = 386.2858, GNorm = 2.9869, lr_0 = 9.9599e-04
Validation prc-auc = 0.057513
Epoch 5909
Loss = 6.2179e-03, PNorm = 386.3375, GNorm = 0.2073, lr_0 = 9.9599e-04
Loss = 1.0482e-01, PNorm = 386.3838, GNorm = 2.2207, lr_0 = 9.9599e-04
Validation prc-auc = 0.049645
Epoch 5910
Loss = 2.7239e-02, PNorm = 386.4438, GNorm = 1.3289, lr_0 = 9.9599e-04
Validation prc-auc = 0.041805
Epoch 5911
Loss = 2.8414e-02, PNorm = 386.4874, GNorm = 1.5746, lr_0 = 9.9599e-04
Validation prc-auc = 0.042209
Epoch 5912
Loss = 3.0380e-02, PNorm = 386.5215, GNorm = 0.9456, lr_0 = 9.9599e-04
Validation prc-auc = 0.050922
Epoch 5913
Loss = 6.3181e-02, PNorm = 386.5489, GNorm = 2.4989, lr_0 = 9.9599e-04
Validation prc-auc = 0.053299
Epoch 5914
Loss = 5.1782e-02, PNorm = 386.5906, GNorm = 1.5336, lr_0 = 9.9599e-04
Validation prc-auc = 0.054924
Epoch 5915
Loss = 4.1455e-02, PNorm = 386.6370, GNorm = 1.1852, lr_0 = 9.9599e-04
Validation prc-auc = 0.059229
Epoch 5916
Loss = 5.2320e-02, PNorm = 386.6790, GNorm = 2.3564, lr_0 = 9.9599e-04
Validation prc-auc = 0.059665
Epoch 5917
Loss = 3.5489e-02, PNorm = 386.7208, GNorm = 3.6095, lr_0 = 9.9599e-04
Validation prc-auc = 0.056971
Epoch 5918
Loss = 5.8072e-02, PNorm = 386.7524, GNorm = 0.1074, lr_0 = 9.9599e-04
Validation prc-auc = 0.046187
Epoch 5919
Loss = 3.3466e-02, PNorm = 386.7872, GNorm = 0.9796, lr_0 = 9.9599e-04
Loss = 3.6196e-02, PNorm = 386.8130, GNorm = 1.8562, lr_0 = 9.9599e-04
Validation prc-auc = 0.052944
Epoch 5920
Loss = 5.0240e-02, PNorm = 386.8440, GNorm = 2.7580, lr_0 = 9.9598e-04
Validation prc-auc = 0.056325
Epoch 5921
Loss = 2.9161e-02, PNorm = 386.8849, GNorm = 1.0189, lr_0 = 9.9598e-04
Validation prc-auc = 0.044891
Epoch 5922
Loss = 3.6054e-02, PNorm = 386.9149, GNorm = 0.5844, lr_0 = 9.9598e-04
Validation prc-auc = 0.051050
Epoch 5923
Loss = 4.2840e-02, PNorm = 386.9379, GNorm = 0.9099, lr_0 = 9.9598e-04
Validation prc-auc = 0.051710
Epoch 5924
Loss = 5.1409e-02, PNorm = 386.9596, GNorm = 0.3661, lr_0 = 9.9598e-04
Validation prc-auc = 0.046814
Epoch 5925
Loss = 3.4976e-02, PNorm = 386.9914, GNorm = 0.4759, lr_0 = 9.9598e-04
Validation prc-auc = 0.041611
Epoch 5926
Loss = 3.1258e-02, PNorm = 387.0251, GNorm = 0.1667, lr_0 = 9.9598e-04
Validation prc-auc = 0.039810
Epoch 5927
Loss = 5.9547e-02, PNorm = 387.0572, GNorm = 1.5546, lr_0 = 9.9598e-04
Validation prc-auc = 0.048389
Epoch 5928
Loss = 8.6082e-03, PNorm = 387.0908, GNorm = 0.2006, lr_0 = 9.9598e-04
Validation prc-auc = 0.053181
Epoch 5929
Loss = 2.8266e-02, PNorm = 387.1271, GNorm = 1.7006, lr_0 = 9.9598e-04
Loss = 1.7225e-02, PNorm = 387.1650, GNorm = 0.1184, lr_0 = 9.9598e-04
Validation prc-auc = 0.049104
Epoch 5930
Loss = 1.9928e-02, PNorm = 387.1936, GNorm = 1.8495, lr_0 = 9.9598e-04
Validation prc-auc = 0.049981
Epoch 5931
Loss = 4.0878e-02, PNorm = 387.2105, GNorm = 2.1321, lr_0 = 9.9598e-04
Validation prc-auc = 0.055775
Epoch 5932
Loss = 2.5692e-02, PNorm = 387.2327, GNorm = 0.1284, lr_0 = 9.9598e-04
Validation prc-auc = 0.054855
Epoch 5933
Loss = 4.9588e-02, PNorm = 387.2564, GNorm = 1.4552, lr_0 = 9.9597e-04
Validation prc-auc = 0.047351
Epoch 5934
Loss = 7.4652e-02, PNorm = 387.2945, GNorm = 4.2376, lr_0 = 9.9597e-04
Validation prc-auc = 0.038179
Epoch 5935
Loss = 1.5047e-02, PNorm = 387.3406, GNorm = 0.4170, lr_0 = 9.9597e-04
Validation prc-auc = 0.038991
Epoch 5936
Loss = 1.8696e-02, PNorm = 387.3803, GNorm = 0.9142, lr_0 = 9.9597e-04
Validation prc-auc = 0.043180
Epoch 5937
Loss = 1.8811e-02, PNorm = 387.4125, GNorm = 0.1502, lr_0 = 9.9597e-04
Validation prc-auc = 0.044363
Epoch 5938
Loss = 8.2944e-03, PNorm = 387.4431, GNorm = 0.2853, lr_0 = 9.9597e-04
Validation prc-auc = 0.045691
Epoch 5939
Loss = 5.2913e-02, PNorm = 387.4781, GNorm = 1.3137, lr_0 = 9.9597e-04
Loss = 5.1494e-02, PNorm = 387.5203, GNorm = 1.6413, lr_0 = 9.9597e-04
Validation prc-auc = 0.046729
Epoch 5940
Loss = 1.9111e-02, PNorm = 387.5571, GNorm = 1.2118, lr_0 = 9.9597e-04
Validation prc-auc = 0.037301
Epoch 5941
Loss = 6.9499e-02, PNorm = 387.5953, GNorm = 0.2957, lr_0 = 9.9597e-04
Validation prc-auc = 0.027062
Epoch 5942
Loss = 3.1495e-02, PNorm = 387.6369, GNorm = 0.2257, lr_0 = 9.9597e-04
Validation prc-auc = 0.025538
Epoch 5943
Loss = 3.4248e-02, PNorm = 387.6702, GNorm = 1.1749, lr_0 = 9.9597e-04
Validation prc-auc = 0.028006
Epoch 5944
Loss = 1.8326e-02, PNorm = 387.7097, GNorm = 0.0859, lr_0 = 9.9597e-04
Validation prc-auc = 0.028906
Epoch 5945
Loss = 2.4431e-02, PNorm = 387.7394, GNorm = 1.3012, lr_0 = 9.9597e-04
Validation prc-auc = 0.027885
Epoch 5946
Loss = 2.6798e-02, PNorm = 387.7701, GNorm = 0.1405, lr_0 = 9.9597e-04
Validation prc-auc = 0.028108
Epoch 5947
Loss = 8.5274e-02, PNorm = 387.8078, GNorm = 0.6896, lr_0 = 9.9596e-04
Validation prc-auc = 0.042895
Epoch 5948
Loss = 7.5155e-02, PNorm = 387.8484, GNorm = 1.3159, lr_0 = 9.9596e-04
Validation prc-auc = 0.049758
Epoch 5949
Loss = 1.0306e-02, PNorm = 387.8763, GNorm = 0.6303, lr_0 = 9.9596e-04
Loss = 2.2722e-02, PNorm = 387.8945, GNorm = 2.1313, lr_0 = 9.9596e-04
Validation prc-auc = 0.059847
Epoch 5950
Loss = 2.6283e-02, PNorm = 387.9198, GNorm = 0.1309, lr_0 = 9.9596e-04
Validation prc-auc = 0.060854
Epoch 5951
Loss = 1.6023e-02, PNorm = 387.9488, GNorm = 0.2399, lr_0 = 9.9596e-04
Validation prc-auc = 0.058160
Epoch 5952
Loss = 4.0770e-02, PNorm = 387.9726, GNorm = 0.2331, lr_0 = 9.9596e-04
Validation prc-auc = 0.065015
Epoch 5953
Loss = 4.8383e-02, PNorm = 387.9907, GNorm = 0.0589, lr_0 = 9.9596e-04
Validation prc-auc = 0.061972
Epoch 5954
Loss = 5.9141e-02, PNorm = 388.0102, GNorm = 3.5430, lr_0 = 9.9596e-04
Validation prc-auc = 0.065448
Epoch 5955
Loss = 3.8052e-02, PNorm = 388.0389, GNorm = 2.5166, lr_0 = 9.9596e-04
Validation prc-auc = 0.063709
Epoch 5956
Loss = 4.5394e-03, PNorm = 388.0803, GNorm = 0.1425, lr_0 = 9.9596e-04
Validation prc-auc = 0.069906
Epoch 5957
Loss = 4.6183e-03, PNorm = 388.1161, GNorm = 0.3314, lr_0 = 9.9596e-04
Validation prc-auc = 0.070434
Epoch 5958
Loss = 4.5980e-03, PNorm = 388.1513, GNorm = 0.0666, lr_0 = 9.9596e-04
Validation prc-auc = 0.070507
Epoch 5959
Loss = 2.2008e-03, PNorm = 388.1770, GNorm = 0.0786, lr_0 = 9.9596e-04
Loss = 2.1217e-02, PNorm = 388.1987, GNorm = 0.2328, lr_0 = 9.9595e-04
Validation prc-auc = 0.067755
Epoch 5960
Loss = 2.8217e-02, PNorm = 388.2265, GNorm = 1.4223, lr_0 = 9.9595e-04
Validation prc-auc = 0.061404
Epoch 5961
Loss = 1.8478e-02, PNorm = 388.2458, GNorm = 1.7372, lr_0 = 9.9595e-04
Validation prc-auc = 0.064633
Epoch 5962
Loss = 1.5452e-02, PNorm = 388.2689, GNorm = 1.4028, lr_0 = 9.9595e-04
Validation prc-auc = 0.065640
Epoch 5963
Loss = 2.0972e-02, PNorm = 388.2900, GNorm = 1.3814, lr_0 = 9.9595e-04
Validation prc-auc = 0.068688
Epoch 5964
Loss = 7.2816e-02, PNorm = 388.3155, GNorm = 2.7686, lr_0 = 9.9595e-04
Validation prc-auc = 0.070357
Epoch 5965
Loss = 2.7190e-02, PNorm = 388.3460, GNorm = 0.7700, lr_0 = 9.9595e-04
Validation prc-auc = 0.068872
Epoch 5966
Loss = 3.5386e-02, PNorm = 388.3706, GNorm = 0.8185, lr_0 = 9.9595e-04
Validation prc-auc = 0.064519
Epoch 5967
Loss = 4.2142e-02, PNorm = 388.3928, GNorm = 3.9492, lr_0 = 9.9595e-04
Validation prc-auc = 0.063957
Epoch 5968
Loss = 9.4115e-02, PNorm = 388.4180, GNorm = 2.5894, lr_0 = 9.9595e-04
Validation prc-auc = 0.054900
Epoch 5969
Loss = 1.6275e-02, PNorm = 388.4531, GNorm = 0.9792, lr_0 = 9.9595e-04
Loss = 3.6087e-02, PNorm = 388.4850, GNorm = 0.7060, lr_0 = 9.9595e-04
Validation prc-auc = 0.040161
Epoch 5970
Loss = 3.1400e-02, PNorm = 388.5119, GNorm = 0.7566, lr_0 = 9.9595e-04
Validation prc-auc = 0.035931
Epoch 5971
Loss = 4.8195e-02, PNorm = 388.5395, GNorm = 0.4587, lr_0 = 9.9595e-04
Validation prc-auc = 0.037509
Epoch 5972
Loss = 2.4702e-02, PNorm = 388.5639, GNorm = 0.7710, lr_0 = 9.9595e-04
Validation prc-auc = 0.042605
Epoch 5973
Loss = 2.0218e-02, PNorm = 388.5847, GNorm = 0.1557, lr_0 = 9.9594e-04
Validation prc-auc = 0.045049
Epoch 5974
Loss = 3.2816e-02, PNorm = 388.6056, GNorm = 0.2316, lr_0 = 9.9594e-04
Validation prc-auc = 0.060960
Epoch 5975
Loss = 6.5620e-03, PNorm = 388.6249, GNorm = 0.0455, lr_0 = 9.9594e-04
Validation prc-auc = 0.056683
Epoch 5976
Loss = 1.0963e-02, PNorm = 388.6399, GNorm = 1.9725, lr_0 = 9.9594e-04
Validation prc-auc = 0.056439
Epoch 5977
Loss = 2.8418e-02, PNorm = 388.6558, GNorm = 1.5788, lr_0 = 9.9594e-04
Validation prc-auc = 0.057023
Epoch 5978
Loss = 9.8779e-03, PNorm = 388.6737, GNorm = 0.9087, lr_0 = 9.9594e-04
Validation prc-auc = 0.061177
Epoch 5979
Loss = 1.0780e-01, PNorm = 388.6986, GNorm = 2.4078, lr_0 = 9.9594e-04
Loss = 3.6349e-02, PNorm = 388.7325, GNorm = 0.4922, lr_0 = 9.9594e-04
Validation prc-auc = 0.064751
Epoch 5980
Loss = 3.1009e-02, PNorm = 388.7688, GNorm = 0.9471, lr_0 = 9.9594e-04
Validation prc-auc = 0.061025
Epoch 5981
Loss = 2.7643e-02, PNorm = 388.8051, GNorm = 1.5786, lr_0 = 9.9594e-04
Validation prc-auc = 0.057013
Epoch 5982
Loss = 1.0088e-02, PNorm = 388.8391, GNorm = 0.2124, lr_0 = 9.9594e-04
Validation prc-auc = 0.053752
Epoch 5983
Loss = 4.0087e-02, PNorm = 388.8643, GNorm = 0.3670, lr_0 = 9.9594e-04
Validation prc-auc = 0.039134
Epoch 5984
Loss = 1.9695e-02, PNorm = 388.8851, GNorm = 0.2284, lr_0 = 9.9594e-04
Validation prc-auc = 0.037752
Epoch 5985
Loss = 7.8124e-02, PNorm = 388.9141, GNorm = 2.0666, lr_0 = 9.9594e-04
Validation prc-auc = 0.037212
Epoch 5986
Loss = 1.1767e-01, PNorm = 388.9626, GNorm = 4.2637, lr_0 = 9.9594e-04
Validation prc-auc = 0.036217
Epoch 5987
Loss = 3.5944e-02, PNorm = 389.0181, GNorm = 1.0929, lr_0 = 9.9593e-04
Validation prc-auc = 0.046353
Epoch 5988
Loss = 6.9715e-02, PNorm = 389.0568, GNorm = 0.3197, lr_0 = 9.9593e-04
Validation prc-auc = 0.046657
Epoch 5989
Loss = 7.8701e-03, PNorm = 389.0925, GNorm = 0.3099, lr_0 = 9.9593e-04
Loss = 4.6646e-02, PNorm = 389.1216, GNorm = 2.7388, lr_0 = 9.9593e-04
Validation prc-auc = 0.052022
Epoch 5990
Loss = 5.5868e-02, PNorm = 389.1710, GNorm = 2.2821, lr_0 = 9.9593e-04
Validation prc-auc = 0.053804
Epoch 5991
Loss = 1.8345e-02, PNorm = 389.2197, GNorm = 0.1776, lr_0 = 9.9593e-04
Validation prc-auc = 0.041047
Epoch 5992
Loss = 5.2246e-02, PNorm = 389.2573, GNorm = 1.2507, lr_0 = 9.9593e-04
Validation prc-auc = 0.038952
Epoch 5993
Loss = 4.9772e-02, PNorm = 389.2912, GNorm = 0.3689, lr_0 = 9.9593e-04
Validation prc-auc = 0.039539
Epoch 5994
Loss = 2.6691e-02, PNorm = 389.3279, GNorm = 1.3895, lr_0 = 9.9593e-04
Validation prc-auc = 0.044290
Epoch 5995
Loss = 3.9007e-02, PNorm = 389.3586, GNorm = 3.0224, lr_0 = 9.9593e-04
Validation prc-auc = 0.043724
Epoch 5996
Loss = 4.8485e-02, PNorm = 389.3800, GNorm = 1.9534, lr_0 = 9.9593e-04
Validation prc-auc = 0.031752
Epoch 5997
Loss = 1.3251e-02, PNorm = 389.3995, GNorm = 0.2065, lr_0 = 9.9593e-04
Validation prc-auc = 0.030622
Epoch 5998
Loss = 1.1725e-02, PNorm = 389.4143, GNorm = 0.2663, lr_0 = 9.9593e-04
Validation prc-auc = 0.039106
Epoch 5999
Loss = 2.4753e-02, PNorm = 389.4352, GNorm = 0.8138, lr_0 = 9.9593e-04
Loss = 6.6689e-03, PNorm = 389.4579, GNorm = 0.6661, lr_0 = 9.9592e-04
Validation prc-auc = 0.041335
Epoch 6000
Loss = 1.3352e-02, PNorm = 389.4767, GNorm = 0.0545, lr_0 = 9.9592e-04
Validation prc-auc = 0.043710
Epoch 6001
Loss = 1.9609e-02, PNorm = 389.4901, GNorm = 1.9945, lr_0 = 9.9592e-04
Validation prc-auc = 0.049484
Epoch 6002
Loss = 4.0108e-02, PNorm = 389.5129, GNorm = 1.3758, lr_0 = 9.9592e-04
Validation prc-auc = 0.043857
Epoch 6003
Loss = 9.5301e-02, PNorm = 389.5360, GNorm = 5.1881, lr_0 = 9.9592e-04
Validation prc-auc = 0.034994
Epoch 6004
Loss = 1.0687e-02, PNorm = 389.5658, GNorm = 0.2473, lr_0 = 9.9592e-04
Validation prc-auc = 0.033270
Epoch 6005
Loss = 2.6162e-02, PNorm = 389.5931, GNorm = 0.5295, lr_0 = 9.9592e-04
Validation prc-auc = 0.028362
Epoch 6006
Loss = 2.2903e-02, PNorm = 389.6238, GNorm = 0.1650, lr_0 = 9.9592e-04
Validation prc-auc = 0.032069
Epoch 6007
Loss = 1.6144e-02, PNorm = 389.6529, GNorm = 1.4883, lr_0 = 9.9592e-04
Validation prc-auc = 0.043675
Epoch 6008
Loss = 8.6535e-02, PNorm = 389.6813, GNorm = 1.9638, lr_0 = 9.9592e-04
Validation prc-auc = 0.047308
Epoch 6009
Loss = 1.7098e-03, PNorm = 389.7081, GNorm = 0.1919, lr_0 = 9.9592e-04
Loss = 5.1806e-03, PNorm = 389.7298, GNorm = 0.0706, lr_0 = 9.9592e-04
Validation prc-auc = 0.051126
Epoch 6010
Loss = 4.9152e-02, PNorm = 389.7538, GNorm = 1.2551, lr_0 = 9.9592e-04
Validation prc-auc = 0.033940
Epoch 6011
Loss = 2.6402e-02, PNorm = 389.7792, GNorm = 1.2786, lr_0 = 9.9592e-04
Validation prc-auc = 0.028823
Epoch 6012
Loss = 2.8858e-02, PNorm = 389.8004, GNorm = 0.1235, lr_0 = 9.9592e-04
Validation prc-auc = 0.025526
Epoch 6013
Loss = 3.3849e-02, PNorm = 389.8258, GNorm = 1.5031, lr_0 = 9.9591e-04
Validation prc-auc = 0.026179
Epoch 6014
Loss = 1.7882e-02, PNorm = 389.8463, GNorm = 1.2314, lr_0 = 9.9591e-04
Validation prc-auc = 0.031888
Epoch 6015
Loss = 6.5862e-03, PNorm = 389.8629, GNorm = 0.2508, lr_0 = 9.9591e-04
Validation prc-auc = 0.029203
Epoch 6016
Loss = 1.5993e-03, PNorm = 389.8783, GNorm = 0.2704, lr_0 = 9.9591e-04
Validation prc-auc = 0.035239
Epoch 6017
Loss = 3.1968e-03, PNorm = 389.8988, GNorm = 0.0738, lr_0 = 9.9591e-04
Validation prc-auc = 0.039378
Epoch 6018
Loss = 7.0453e-03, PNorm = 389.9186, GNorm = 0.1068, lr_0 = 9.9591e-04
Validation prc-auc = 0.039468
Epoch 6019
Loss = 6.2214e-02, PNorm = 389.9358, GNorm = 1.8936, lr_0 = 9.9591e-04
Loss = 1.9956e-02, PNorm = 389.9569, GNorm = 0.7669, lr_0 = 9.9591e-04
Validation prc-auc = 0.045123
Epoch 6020
Loss = 3.4115e-02, PNorm = 389.9838, GNorm = 0.0286, lr_0 = 9.9591e-04
Validation prc-auc = 0.039410
Epoch 6021
Loss = 4.4605e-02, PNorm = 390.0120, GNorm = 0.7535, lr_0 = 9.9591e-04
Validation prc-auc = 0.040589
Epoch 6022
Loss = 1.5456e-02, PNorm = 390.0373, GNorm = 2.5326, lr_0 = 9.9591e-04
Validation prc-auc = 0.039423
Epoch 6023
Loss = 1.7926e-02, PNorm = 390.0607, GNorm = 0.1001, lr_0 = 9.9591e-04
Validation prc-auc = 0.045508
Epoch 6024
Loss = 3.5822e-02, PNorm = 390.0851, GNorm = 0.2683, lr_0 = 9.9591e-04
Validation prc-auc = 0.050237
Epoch 6025
Loss = 4.3113e-02, PNorm = 390.1170, GNorm = 1.2147, lr_0 = 9.9591e-04
Validation prc-auc = 0.043144
Epoch 6026
Loss = 7.3743e-02, PNorm = 390.1544, GNorm = 1.4411, lr_0 = 9.9590e-04
Validation prc-auc = 0.037101
Epoch 6027
Loss = 2.3753e-02, PNorm = 390.1906, GNorm = 0.9127, lr_0 = 9.9590e-04
Validation prc-auc = 0.033678
Epoch 6028
Loss = 1.2368e-02, PNorm = 390.2241, GNorm = 0.3382, lr_0 = 9.9590e-04
Validation prc-auc = 0.035584
Epoch 6029
Loss = 3.8107e-03, PNorm = 390.2500, GNorm = 0.1623, lr_0 = 9.9590e-04
Loss = 2.5445e-02, PNorm = 390.2697, GNorm = 0.7268, lr_0 = 9.9590e-04
Validation prc-auc = 0.043755
Epoch 6030
Loss = 2.9180e-02, PNorm = 390.2915, GNorm = 0.5478, lr_0 = 9.9590e-04
Validation prc-auc = 0.043433
Epoch 6031
Loss = 2.1574e-02, PNorm = 390.3150, GNorm = 0.2667, lr_0 = 9.9590e-04
Validation prc-auc = 0.046871
Epoch 6032
Loss = 1.0549e-02, PNorm = 390.3348, GNorm = 0.3667, lr_0 = 9.9590e-04
Validation prc-auc = 0.056605
Epoch 6033
Loss = 1.6328e-02, PNorm = 390.3479, GNorm = 0.0272, lr_0 = 9.9590e-04
Validation prc-auc = 0.054235
Epoch 6034
Loss = 2.5349e-02, PNorm = 390.3612, GNorm = 0.2160, lr_0 = 9.9590e-04
Validation prc-auc = 0.056837
Epoch 6035
Loss = 1.1433e-02, PNorm = 390.3854, GNorm = 0.1066, lr_0 = 9.9590e-04
Validation prc-auc = 0.051819
Epoch 6036
Loss = 2.4639e-02, PNorm = 390.4049, GNorm = 0.2936, lr_0 = 9.9590e-04
Validation prc-auc = 0.059711
Epoch 6037
Loss = 5.2855e-02, PNorm = 390.4190, GNorm = 0.3245, lr_0 = 9.9590e-04
Validation prc-auc = 0.057962
Epoch 6038
Loss = 3.3087e-03, PNorm = 390.4378, GNorm = 0.1208, lr_0 = 9.9590e-04
Validation prc-auc = 0.050818
Epoch 6039
Loss = 1.7622e-03, PNorm = 390.4543, GNorm = 0.0643, lr_0 = 9.9590e-04
Loss = 1.2242e-02, PNorm = 390.4682, GNorm = 0.8116, lr_0 = 9.9589e-04
Validation prc-auc = 0.056525
Epoch 6040
Loss = 3.9078e-02, PNorm = 390.4854, GNorm = 1.4002, lr_0 = 9.9589e-04
Validation prc-auc = 0.055807
Epoch 6041
Loss = 1.5905e-02, PNorm = 390.5129, GNorm = 0.0831, lr_0 = 9.9589e-04
Validation prc-auc = 0.056531
Epoch 6042
Loss = 2.7740e-02, PNorm = 390.5380, GNorm = 0.0341, lr_0 = 9.9589e-04
Validation prc-auc = 0.059451
Epoch 6043
Loss = 1.1194e-02, PNorm = 390.5612, GNorm = 3.3124, lr_0 = 9.9589e-04
Validation prc-auc = 0.060418
Epoch 6044
Loss = 7.8359e-02, PNorm = 390.5815, GNorm = 0.0878, lr_0 = 9.9589e-04
Validation prc-auc = 0.054268
Epoch 6045
Loss = 8.0368e-02, PNorm = 390.6098, GNorm = 1.6372, lr_0 = 9.9589e-04
Validation prc-auc = 0.049598
Epoch 6046
Loss = 8.0873e-03, PNorm = 390.6465, GNorm = 0.4248, lr_0 = 9.9589e-04
Validation prc-auc = 0.043991
Epoch 6047
Loss = 1.3183e-02, PNorm = 390.6821, GNorm = 0.1263, lr_0 = 9.9589e-04
Validation prc-auc = 0.045810
Epoch 6048
Loss = 3.7521e-02, PNorm = 390.7073, GNorm = 0.5536, lr_0 = 9.9589e-04
Validation prc-auc = 0.051920
Epoch 6049
Loss = 3.8589e-02, PNorm = 390.7278, GNorm = 1.7439, lr_0 = 9.9589e-04
Loss = 2.6503e-02, PNorm = 390.7522, GNorm = 0.1695, lr_0 = 9.9589e-04
Validation prc-auc = 0.056123
Epoch 6050
Loss = 4.1724e-02, PNorm = 390.7858, GNorm = 0.1067, lr_0 = 9.9589e-04
Validation prc-auc = 0.051201
Epoch 6051
Loss = 7.3253e-02, PNorm = 390.8224, GNorm = 1.3647, lr_0 = 9.9589e-04
Validation prc-auc = 0.038136
Epoch 6052
Loss = 3.2057e-02, PNorm = 390.8604, GNorm = 0.3270, lr_0 = 9.9588e-04
Validation prc-auc = 0.034244
Epoch 6053
Loss = 2.3031e-02, PNorm = 390.8930, GNorm = 1.0272, lr_0 = 9.9588e-04
Validation prc-auc = 0.039759
Epoch 6054
Loss = 6.7248e-02, PNorm = 390.9230, GNorm = 1.4208, lr_0 = 9.9588e-04
Validation prc-auc = 0.030642
Epoch 6055
Loss = 1.6268e-02, PNorm = 390.9537, GNorm = 0.2489, lr_0 = 9.9588e-04
Validation prc-auc = 0.036323
Epoch 6056
Loss = 2.3488e-02, PNorm = 390.9782, GNorm = 0.3867, lr_0 = 9.9588e-04
Validation prc-auc = 0.038076
Epoch 6057
Loss = 4.6938e-03, PNorm = 390.9957, GNorm = 0.3478, lr_0 = 9.9588e-04
Validation prc-auc = 0.032221
Epoch 6058
Loss = 7.1653e-03, PNorm = 391.0093, GNorm = 0.3087, lr_0 = 9.9588e-04
Validation prc-auc = 0.037311
Epoch 6059
Loss = 1.1166e-01, PNorm = 391.0255, GNorm = 2.3608, lr_0 = 9.9588e-04
Loss = 1.8321e-02, PNorm = 391.0557, GNorm = 0.1336, lr_0 = 9.9588e-04
Validation prc-auc = 0.032449
Epoch 6060
Loss = 2.3197e-02, PNorm = 391.0812, GNorm = 0.1923, lr_0 = 9.9588e-04
Validation prc-auc = 0.030375
Epoch 6061
Loss = 4.3255e-02, PNorm = 391.1034, GNorm = 1.1365, lr_0 = 9.9588e-04
Validation prc-auc = 0.030727
Epoch 6062
Loss = 2.7654e-02, PNorm = 391.1284, GNorm = 0.9352, lr_0 = 9.9588e-04
Validation prc-auc = 0.034074
Epoch 6063
Loss = 2.1835e-02, PNorm = 391.1527, GNorm = 1.1874, lr_0 = 9.9588e-04
Validation prc-auc = 0.048934
Epoch 6064
Loss = 3.8670e-02, PNorm = 391.1719, GNorm = 0.0728, lr_0 = 9.9588e-04
Validation prc-auc = 0.046643
Epoch 6065
Loss = 4.6200e-02, PNorm = 391.2015, GNorm = 0.0512, lr_0 = 9.9588e-04
Validation prc-auc = 0.039965
Epoch 6066
Loss = 1.9103e-02, PNorm = 391.2326, GNorm = 1.7255, lr_0 = 9.9587e-04
Validation prc-auc = 0.040285
Epoch 6067
Loss = 4.6354e-03, PNorm = 391.2658, GNorm = 0.0924, lr_0 = 9.9587e-04
Validation prc-auc = 0.044265
Epoch 6068
Loss = 2.6832e-03, PNorm = 391.2999, GNorm = 0.1806, lr_0 = 9.9587e-04
Validation prc-auc = 0.047077
Epoch 6069
Loss = 3.4148e-02, PNorm = 391.3244, GNorm = 2.8807, lr_0 = 9.9587e-04
Loss = 1.6588e-02, PNorm = 391.3491, GNorm = 0.4079, lr_0 = 9.9587e-04
Validation prc-auc = 0.047696
Epoch 6070
Loss = 2.4105e-02, PNorm = 391.3706, GNorm = 0.2513, lr_0 = 9.9587e-04
Validation prc-auc = 0.046904
Epoch 6071
Loss = 2.3916e-02, PNorm = 391.4011, GNorm = 0.0819, lr_0 = 9.9587e-04
Validation prc-auc = 0.047187
Epoch 6072
Loss = 4.7126e-02, PNorm = 391.4460, GNorm = 0.6371, lr_0 = 9.9587e-04
Validation prc-auc = 0.042580
Epoch 6073
Loss = 5.3072e-02, PNorm = 391.5048, GNorm = 0.8654, lr_0 = 9.9587e-04
Validation prc-auc = 0.040731
Epoch 6074
Loss = 1.0871e-02, PNorm = 391.5490, GNorm = 0.4638, lr_0 = 9.9587e-04
Validation prc-auc = 0.039928
Epoch 6075
Loss = 2.9067e-02, PNorm = 391.5772, GNorm = 0.9903, lr_0 = 9.9587e-04
Validation prc-auc = 0.046343
Epoch 6076
Loss = 6.8718e-02, PNorm = 391.6028, GNorm = 1.4277, lr_0 = 9.9587e-04
Validation prc-auc = 0.041860
Epoch 6077
Loss = 7.1463e-03, PNorm = 391.6315, GNorm = 0.6272, lr_0 = 9.9587e-04
Validation prc-auc = 0.038175
Epoch 6078
Loss = 1.8917e-02, PNorm = 391.6647, GNorm = 0.3830, lr_0 = 9.9587e-04
Validation prc-auc = 0.037052
Epoch 6079
Loss = 5.9647e-03, PNorm = 391.6982, GNorm = 0.3170, lr_0 = 9.9587e-04
Loss = 1.0686e-02, PNorm = 391.7223, GNorm = 0.1733, lr_0 = 9.9586e-04
Validation prc-auc = 0.045314
Epoch 6080
Loss = 2.3731e-02, PNorm = 391.7463, GNorm = 1.3461, lr_0 = 9.9586e-04
Validation prc-auc = 0.045434
Epoch 6081
Loss = 1.9373e-02, PNorm = 391.7680, GNorm = 0.0734, lr_0 = 9.9586e-04
Validation prc-auc = 0.053928
Epoch 6082
Loss = 6.0818e-02, PNorm = 391.7900, GNorm = 1.6173, lr_0 = 9.9586e-04
Validation prc-auc = 0.046419
Epoch 6083
Loss = 4.2179e-02, PNorm = 391.8255, GNorm = 0.7851, lr_0 = 9.9586e-04
Validation prc-auc = 0.042992
Epoch 6084
Loss = 4.6896e-02, PNorm = 391.8634, GNorm = 1.5490, lr_0 = 9.9586e-04
Validation prc-auc = 0.047882
Epoch 6085
Loss = 1.7198e-02, PNorm = 391.8936, GNorm = 0.9759, lr_0 = 9.9586e-04
Validation prc-auc = 0.050397
Epoch 6086
Loss = 4.8145e-02, PNorm = 391.9208, GNorm = 0.5106, lr_0 = 9.9586e-04
Validation prc-auc = 0.053394
Epoch 6087
Loss = 2.1462e-02, PNorm = 391.9520, GNorm = 0.1687, lr_0 = 9.9586e-04
Validation prc-auc = 0.054083
Epoch 6088
Loss = 7.3611e-03, PNorm = 391.9794, GNorm = 0.1540, lr_0 = 9.9586e-04
Validation prc-auc = 0.053942
Epoch 6089
Loss = 1.1616e-02, PNorm = 392.0057, GNorm = 0.4727, lr_0 = 9.9586e-04
Loss = 2.2696e-02, PNorm = 392.0322, GNorm = 0.2504, lr_0 = 9.9586e-04
Validation prc-auc = 0.056613
Epoch 6090
Loss = 3.0701e-02, PNorm = 392.0558, GNorm = 0.1168, lr_0 = 9.9586e-04
Validation prc-auc = 0.053162
Epoch 6091
Loss = 1.1820e-02, PNorm = 392.0755, GNorm = 0.2571, lr_0 = 9.9586e-04
Validation prc-auc = 0.053642
Epoch 6092
Loss = 6.1130e-02, PNorm = 392.0962, GNorm = 0.8318, lr_0 = 9.9585e-04
Validation prc-auc = 0.060542
Epoch 6093
Loss = 3.1004e-02, PNorm = 392.1216, GNorm = 0.2855, lr_0 = 9.9585e-04
Validation prc-auc = 0.062285
Epoch 6094
Loss = 1.1195e-02, PNorm = 392.1444, GNorm = 0.1722, lr_0 = 9.9585e-04
Validation prc-auc = 0.056103
Epoch 6095
Loss = 3.5976e-03, PNorm = 392.1637, GNorm = 0.0474, lr_0 = 9.9585e-04
Validation prc-auc = 0.066899
Epoch 6096
Loss = 2.6195e-02, PNorm = 392.1816, GNorm = 0.4738, lr_0 = 9.9585e-04
Validation prc-auc = 0.069489
Epoch 6097
Loss = 7.8602e-04, PNorm = 392.2068, GNorm = 0.0255, lr_0 = 9.9585e-04
Validation prc-auc = 0.062552
Epoch 6098
Loss = 3.7732e-02, PNorm = 392.2290, GNorm = 1.1781, lr_0 = 9.9585e-04
Validation prc-auc = 0.057807
Epoch 6099
Loss = 8.2122e-03, PNorm = 392.2634, GNorm = 0.8125, lr_0 = 9.9585e-04
Loss = 1.6623e-02, PNorm = 392.2965, GNorm = 1.0004, lr_0 = 9.9585e-04
Validation prc-auc = 0.064767
Epoch 6100
Loss = 4.9396e-02, PNorm = 392.3309, GNorm = 5.1767, lr_0 = 9.9585e-04
Validation prc-auc = 0.056995
Epoch 6101
Loss = 4.0823e-02, PNorm = 392.3928, GNorm = 1.3492, lr_0 = 9.9585e-04
Validation prc-auc = 0.059151
Epoch 6102
Loss = 4.4068e-02, PNorm = 392.4496, GNorm = 0.5218, lr_0 = 9.9585e-04
Validation prc-auc = 0.058265
Epoch 6103
Loss = 3.4059e-02, PNorm = 392.4922, GNorm = 0.3932, lr_0 = 9.9585e-04
Validation prc-auc = 0.063568
Epoch 6104
Loss = 2.1332e-02, PNorm = 392.5322, GNorm = 0.3962, lr_0 = 9.9585e-04
Validation prc-auc = 0.065719
Epoch 6105
Loss = 5.2032e-02, PNorm = 392.5626, GNorm = 0.5807, lr_0 = 9.9585e-04
Validation prc-auc = 0.053657
Epoch 6106
Loss = 2.9147e-02, PNorm = 392.5877, GNorm = 0.5549, lr_0 = 9.9584e-04
Validation prc-auc = 0.068815
Epoch 6107
Loss = 4.1674e-02, PNorm = 392.6122, GNorm = 1.6981, lr_0 = 9.9584e-04
Validation prc-auc = 0.075394
Epoch 6108
Loss = 2.5206e-02, PNorm = 392.6415, GNorm = 0.2981, lr_0 = 9.9584e-04
Validation prc-auc = 0.069755
Epoch 6109
Loss = 1.9008e-02, PNorm = 392.6630, GNorm = 1.0278, lr_0 = 9.9584e-04
Loss = 2.1377e-02, PNorm = 392.6821, GNorm = 0.5862, lr_0 = 9.9584e-04
Validation prc-auc = 0.068703
Epoch 6110
Loss = 2.3724e-02, PNorm = 392.7037, GNorm = 2.1613, lr_0 = 9.9584e-04
Validation prc-auc = 0.063878
Epoch 6111
Loss = 1.8395e-02, PNorm = 392.7263, GNorm = 1.0210, lr_0 = 9.9584e-04
Validation prc-auc = 0.063792
Epoch 6112
Loss = 5.3852e-02, PNorm = 392.7471, GNorm = 4.9032, lr_0 = 9.9584e-04
Validation prc-auc = 0.060155
Epoch 6113
Loss = 2.0960e-02, PNorm = 392.7832, GNorm = 2.3634, lr_0 = 9.9584e-04
Validation prc-auc = 0.054916
Epoch 6114
Loss = 2.3360e-02, PNorm = 392.8164, GNorm = 0.1404, lr_0 = 9.9584e-04
Validation prc-auc = 0.055831
Epoch 6115
Loss = 3.6987e-02, PNorm = 392.8456, GNorm = 2.2963, lr_0 = 9.9584e-04
Validation prc-auc = 0.061557
Epoch 6116
Loss = 3.3215e-02, PNorm = 392.8719, GNorm = 0.2920, lr_0 = 9.9584e-04
Validation prc-auc = 0.053082
Epoch 6117
Loss = 1.4092e-02, PNorm = 392.9031, GNorm = 1.2348, lr_0 = 9.9584e-04
Validation prc-auc = 0.059131
Epoch 6118
Loss = 3.0018e-02, PNorm = 392.9276, GNorm = 1.3081, lr_0 = 9.9584e-04
Validation prc-auc = 0.060365
Epoch 6119
Loss = 1.1322e-02, PNorm = 392.9549, GNorm = 0.2828, lr_0 = 9.9583e-04
Loss = 3.3694e-02, PNorm = 392.9793, GNorm = 3.2901, lr_0 = 9.9583e-04
Validation prc-auc = 0.059673
Epoch 6120
Loss = 1.9594e-02, PNorm = 393.0124, GNorm = 1.6429, lr_0 = 9.9583e-04
Validation prc-auc = 0.058611
Epoch 6121
Loss = 2.2287e-02, PNorm = 393.0381, GNorm = 1.4362, lr_0 = 9.9583e-04
Validation prc-auc = 0.074488
Epoch 6122
Loss = 2.7808e-02, PNorm = 393.0619, GNorm = 2.5493, lr_0 = 9.9583e-04
Validation prc-auc = 0.080467
Epoch 6123
Loss = 1.5793e-02, PNorm = 393.0933, GNorm = 0.0521, lr_0 = 9.9583e-04
Validation prc-auc = 0.071562
Epoch 6124
Loss = 7.3655e-02, PNorm = 393.1339, GNorm = 0.9204, lr_0 = 9.9583e-04
Validation prc-auc = 0.065662
Epoch 6125
Loss = 6.4013e-02, PNorm = 393.1899, GNorm = 0.2648, lr_0 = 9.9583e-04
Validation prc-auc = 0.074050
Epoch 6126
Loss = 2.3858e-02, PNorm = 393.2442, GNorm = 1.6222, lr_0 = 9.9583e-04
Validation prc-auc = 0.065078
Epoch 6127
Loss = 1.3778e-02, PNorm = 393.2804, GNorm = 0.2868, lr_0 = 9.9583e-04
Validation prc-auc = 0.053080
Epoch 6128
Loss = 1.8271e-01, PNorm = 393.3059, GNorm = 3.7482, lr_0 = 9.9583e-04
Validation prc-auc = 0.044214
Epoch 6129
Loss = 2.8926e-03, PNorm = 393.3321, GNorm = 0.1229, lr_0 = 9.9583e-04
Loss = 3.1335e-02, PNorm = 393.3565, GNorm = 0.4164, lr_0 = 9.9583e-04
Validation prc-auc = 0.044221
Epoch 6130
Loss = 1.3042e-02, PNorm = 393.3771, GNorm = 1.4819, lr_0 = 9.9583e-04
Validation prc-auc = 0.047246
Epoch 6131
Loss = 4.4979e-02, PNorm = 393.4003, GNorm = 0.2712, lr_0 = 9.9583e-04
Validation prc-auc = 0.048217
Epoch 6132
Loss = 2.7563e-02, PNorm = 393.4306, GNorm = 0.0848, lr_0 = 9.9582e-04
Validation prc-auc = 0.040161
Epoch 6133
Loss = 2.2051e-02, PNorm = 393.4525, GNorm = 0.9147, lr_0 = 9.9582e-04
Validation prc-auc = 0.055638
Epoch 6134
Loss = 6.9186e-03, PNorm = 393.4678, GNorm = 0.0354, lr_0 = 9.9582e-04
Validation prc-auc = 0.056188
Epoch 6135
Loss = 6.9027e-03, PNorm = 393.4795, GNorm = 0.0525, lr_0 = 9.9582e-04
Validation prc-auc = 0.067339
Epoch 6136
Loss = 3.8234e-02, PNorm = 393.5056, GNorm = 2.8393, lr_0 = 9.9582e-04
Validation prc-auc = 0.063259
Epoch 6137
Loss = 4.5133e-02, PNorm = 393.5338, GNorm = 0.8954, lr_0 = 9.9582e-04
Validation prc-auc = 0.061579
Epoch 6138
Loss = 1.5833e-02, PNorm = 393.5600, GNorm = 0.9789, lr_0 = 9.9582e-04
Validation prc-auc = 0.061354
Epoch 6139
Loss = 8.0024e-03, PNorm = 393.5843, GNorm = 0.4626, lr_0 = 9.9582e-04
Loss = 4.7897e-02, PNorm = 393.6142, GNorm = 0.5831, lr_0 = 9.9582e-04
Validation prc-auc = 0.058208
Epoch 6140
Loss = 2.5232e-02, PNorm = 393.6452, GNorm = 0.8461, lr_0 = 9.9582e-04
Validation prc-auc = 0.060248
Epoch 6141
Loss = 5.0201e-02, PNorm = 393.6793, GNorm = 3.7866, lr_0 = 9.9582e-04
Validation prc-auc = 0.058666
Epoch 6142
Loss = 3.9339e-02, PNorm = 393.7200, GNorm = 1.4253, lr_0 = 9.9582e-04
Validation prc-auc = 0.062506
Epoch 6143
Loss = 6.1516e-02, PNorm = 393.7591, GNorm = 1.0672, lr_0 = 9.9582e-04
Validation prc-auc = 0.062624
Epoch 6144
Loss = 2.4073e-02, PNorm = 393.7949, GNorm = 0.6420, lr_0 = 9.9582e-04
Validation prc-auc = 0.056876
Epoch 6145
Loss = 6.3403e-02, PNorm = 393.8232, GNorm = 1.0759, lr_0 = 9.9582e-04
Validation prc-auc = 0.056274
Epoch 6146
Loss = 1.3237e-02, PNorm = 393.8468, GNorm = 0.1825, lr_0 = 9.9581e-04
Validation prc-auc = 0.058550
Epoch 6147
Loss = 3.5714e-03, PNorm = 393.8635, GNorm = 0.1245, lr_0 = 9.9581e-04
Validation prc-auc = 0.054414
Epoch 6148
Loss = 5.5683e-02, PNorm = 393.8771, GNorm = 1.5056, lr_0 = 9.9581e-04
Validation prc-auc = 0.055156
Epoch 6149
Loss = 2.0826e-02, PNorm = 393.8940, GNorm = 1.4289, lr_0 = 9.9581e-04
Loss = 5.3852e-02, PNorm = 393.9172, GNorm = 0.9779, lr_0 = 9.9581e-04
Validation prc-auc = 0.070722
Epoch 6150
Loss = 2.3040e-02, PNorm = 393.9461, GNorm = 0.4189, lr_0 = 9.9581e-04
Validation prc-auc = 0.064073
Epoch 6151
Loss = 2.7817e-02, PNorm = 393.9726, GNorm = 1.3375, lr_0 = 9.9581e-04
Validation prc-auc = 0.068541
Epoch 6152
Loss = 2.0557e-02, PNorm = 393.9974, GNorm = 1.9010, lr_0 = 9.9581e-04
Validation prc-auc = 0.071272
Epoch 6153
Loss = 1.6263e-02, PNorm = 394.0182, GNorm = 0.2310, lr_0 = 9.9581e-04
Validation prc-auc = 0.073302
Epoch 6154
Loss = 1.3138e-02, PNorm = 394.0357, GNorm = 0.2280, lr_0 = 9.9581e-04
Validation prc-auc = 0.074249
Epoch 6155
Loss = 4.5304e-02, PNorm = 394.0630, GNorm = 3.8791, lr_0 = 9.9581e-04
Validation prc-auc = 0.076463
Epoch 6156
Loss = 7.3507e-02, PNorm = 394.1120, GNorm = 2.2200, lr_0 = 9.9581e-04
Validation prc-auc = 0.067146
Epoch 6157
Loss = 1.6019e-02, PNorm = 394.1776, GNorm = 0.1608, lr_0 = 9.9581e-04
Validation prc-auc = 0.069696
Epoch 6158
Loss = 2.0467e-02, PNorm = 394.2295, GNorm = 0.3570, lr_0 = 9.9581e-04
Validation prc-auc = 0.067502
Epoch 6159
Loss = 1.7775e-02, PNorm = 394.2688, GNorm = 1.4919, lr_0 = 9.9580e-04
Loss = 2.5221e-02, PNorm = 394.3030, GNorm = 0.9103, lr_0 = 9.9580e-04
Validation prc-auc = 0.070401
Epoch 6160
Loss = 2.8293e-02, PNorm = 394.3322, GNorm = 1.7179, lr_0 = 9.9580e-04
Validation prc-auc = 0.071223
Epoch 6161
Loss = 3.7266e-02, PNorm = 394.3566, GNorm = 1.2610, lr_0 = 9.9580e-04
Validation prc-auc = 0.069767
Epoch 6162
Loss = 2.3844e-02, PNorm = 394.3951, GNorm = 0.2830, lr_0 = 9.9580e-04
Validation prc-auc = 0.065448
Epoch 6163
Loss = 2.6309e-02, PNorm = 394.4324, GNorm = 1.0588, lr_0 = 9.9580e-04
Validation prc-auc = 0.062350
Epoch 6164
Loss = 4.5730e-02, PNorm = 394.4591, GNorm = 2.0664, lr_0 = 9.9580e-04
Validation prc-auc = 0.063490
Epoch 6165
Loss = 2.6831e-02, PNorm = 394.4888, GNorm = 0.9897, lr_0 = 9.9580e-04
Validation prc-auc = 0.062268
Epoch 6166
Loss = 2.2862e-02, PNorm = 394.5210, GNorm = 1.8708, lr_0 = 9.9580e-04
Validation prc-auc = 0.061973
Epoch 6167
Loss = 1.1481e-01, PNorm = 394.5513, GNorm = 3.5486, lr_0 = 9.9580e-04
Validation prc-auc = 0.054258
Epoch 6168
Loss = 3.9994e-02, PNorm = 394.5875, GNorm = 0.7908, lr_0 = 9.9580e-04
Validation prc-auc = 0.052615
Epoch 6169
Loss = 1.0730e-02, PNorm = 394.6198, GNorm = 0.4901, lr_0 = 9.9580e-04
Loss = 3.8697e-02, PNorm = 394.6474, GNorm = 0.0792, lr_0 = 9.9580e-04
Validation prc-auc = 0.053892
Epoch 6170
Loss = 5.2794e-02, PNorm = 394.6843, GNorm = 2.8996, lr_0 = 9.9580e-04
Validation prc-auc = 0.055473
Epoch 6171
Loss = 6.3371e-02, PNorm = 394.7325, GNorm = 0.2008, lr_0 = 9.9580e-04
Validation prc-auc = 0.043527
Epoch 6172
Loss = 4.0215e-02, PNorm = 394.7729, GNorm = 0.2217, lr_0 = 9.9579e-04
Validation prc-auc = 0.045082
Epoch 6173
Loss = 3.9323e-02, PNorm = 394.8016, GNorm = 1.1638, lr_0 = 9.9579e-04
Validation prc-auc = 0.050917
Epoch 6174
Loss = 6.0231e-02, PNorm = 394.8303, GNorm = 2.8163, lr_0 = 9.9579e-04
Validation prc-auc = 0.058507
Epoch 6175
Loss = 3.6351e-02, PNorm = 394.8647, GNorm = 1.2367, lr_0 = 9.9579e-04
Validation prc-auc = 0.057930
Epoch 6176
Loss = 3.5622e-02, PNorm = 394.8940, GNorm = 1.4011, lr_0 = 9.9579e-04
Validation prc-auc = 0.055666
Epoch 6177
Loss = 7.9342e-02, PNorm = 394.9154, GNorm = 2.7854, lr_0 = 9.9579e-04
Validation prc-auc = 0.053493
Epoch 6178
Loss = 5.7649e-02, PNorm = 394.9416, GNorm = 1.9020, lr_0 = 9.9579e-04
Validation prc-auc = 0.043549
Epoch 6179
Loss = 3.1607e-03, PNorm = 394.9865, GNorm = 0.1596, lr_0 = 9.9579e-04
Loss = 1.5892e-02, PNorm = 395.0202, GNorm = 0.2023, lr_0 = 9.9579e-04
Validation prc-auc = 0.032228
Epoch 6180
Loss = 1.8674e-02, PNorm = 395.0467, GNorm = 0.1340, lr_0 = 9.9579e-04
Validation prc-auc = 0.039494
Epoch 6181
Loss = 4.5004e-02, PNorm = 395.0690, GNorm = 2.5384, lr_0 = 9.9579e-04
Validation prc-auc = 0.051212
Epoch 6182
Loss = 9.6516e-02, PNorm = 395.0991, GNorm = 1.0127, lr_0 = 9.9579e-04
Validation prc-auc = 0.044767
Epoch 6183
Loss = 1.6558e-02, PNorm = 395.1346, GNorm = 0.7468, lr_0 = 9.9579e-04
Validation prc-auc = 0.046482
Epoch 6184
Loss = 3.7089e-02, PNorm = 395.1643, GNorm = 2.2642, lr_0 = 9.9579e-04
Validation prc-auc = 0.050771
Epoch 6185
Loss = 2.1851e-02, PNorm = 395.1941, GNorm = 2.5216, lr_0 = 9.9578e-04
Validation prc-auc = 0.057151
Epoch 6186
Loss = 7.0165e-03, PNorm = 395.2281, GNorm = 0.0836, lr_0 = 9.9578e-04
Validation prc-auc = 0.058676
Epoch 6187
Loss = 2.7320e-03, PNorm = 395.2591, GNorm = 0.0346, lr_0 = 9.9578e-04
Validation prc-auc = 0.059821
Epoch 6188
Loss = 2.1536e-02, PNorm = 395.2794, GNorm = 2.0657, lr_0 = 9.9578e-04
Validation prc-auc = 0.061836
Epoch 6189
Loss = 1.2990e-01, PNorm = 395.2995, GNorm = 2.5515, lr_0 = 9.9578e-04
Loss = 2.1092e-02, PNorm = 395.3290, GNorm = 2.0767, lr_0 = 9.9578e-04
Validation prc-auc = 0.059401
Epoch 6190
Loss = 1.4740e-02, PNorm = 395.3578, GNorm = 0.3015, lr_0 = 9.9578e-04
Validation prc-auc = 0.056549
Epoch 6191
Loss = 5.3574e-02, PNorm = 395.3859, GNorm = 3.0500, lr_0 = 9.9578e-04
Validation prc-auc = 0.056335
Epoch 6192
Loss = 4.7901e-02, PNorm = 395.4509, GNorm = 1.8103, lr_0 = 9.9578e-04
Validation prc-auc = 0.079827
Epoch 6193
Loss = 3.1830e-02, PNorm = 395.5189, GNorm = 1.2166, lr_0 = 9.9578e-04
Validation prc-auc = 0.069781
Epoch 6194
Loss = 5.8307e-02, PNorm = 395.5660, GNorm = 3.0326, lr_0 = 9.9578e-04
Validation prc-auc = 0.066574
Epoch 6195
Loss = 4.1053e-02, PNorm = 395.6255, GNorm = 0.0280, lr_0 = 9.9578e-04
Validation prc-auc = 0.067382
Epoch 6196
Loss = 2.5820e-02, PNorm = 395.6784, GNorm = 0.6689, lr_0 = 9.9578e-04
Validation prc-auc = 0.066982
Epoch 6197
Loss = 8.3721e-02, PNorm = 395.7343, GNorm = 2.2921, lr_0 = 9.9578e-04
Validation prc-auc = 0.045211
Epoch 6198
Loss = 4.9545e-02, PNorm = 395.7910, GNorm = 2.3215, lr_0 = 9.9578e-04
Validation prc-auc = 0.050080
Epoch 6199
Loss = 1.3021e-01, PNorm = 395.8253, GNorm = 2.7444, lr_0 = 9.9577e-04
Loss = 5.1158e-02, PNorm = 395.8613, GNorm = 1.8385, lr_0 = 9.9577e-04
Validation prc-auc = 0.049925
Epoch 6200
Loss = 6.1793e-02, PNorm = 395.8915, GNorm = 1.4997, lr_0 = 9.9577e-04
Validation prc-auc = 0.055640
Epoch 6201
Loss = 2.4601e-02, PNorm = 395.9237, GNorm = 0.4507, lr_0 = 9.9577e-04
Validation prc-auc = 0.056447
Epoch 6202
Loss = 3.6750e-02, PNorm = 395.9486, GNorm = 0.6936, lr_0 = 9.9577e-04
Validation prc-auc = 0.049154
Epoch 6203
Loss = 3.0333e-02, PNorm = 395.9720, GNorm = 0.2121, lr_0 = 9.9577e-04
Validation prc-auc = 0.054589
Epoch 6204
Loss = 5.4594e-02, PNorm = 395.9984, GNorm = 1.4601, lr_0 = 9.9577e-04
Validation prc-auc = 0.051063
Epoch 6205
Loss = 1.8009e-02, PNorm = 396.0277, GNorm = 0.1685, lr_0 = 9.9577e-04
Validation prc-auc = 0.047212
Epoch 6206
Loss = 5.2263e-02, PNorm = 396.0514, GNorm = 4.0223, lr_0 = 9.9577e-04
Validation prc-auc = 0.060731
Epoch 6207
Loss = 1.6352e-02, PNorm = 396.0766, GNorm = 0.2144, lr_0 = 9.9577e-04
Validation prc-auc = 0.060109
Epoch 6208
Loss = 9.1031e-02, PNorm = 396.1090, GNorm = 5.1546, lr_0 = 9.9577e-04
Validation prc-auc = 0.064838
Epoch 6209
Loss = 6.0079e-03, PNorm = 396.1443, GNorm = 0.1530, lr_0 = 9.9577e-04
Loss = 5.9689e-02, PNorm = 396.1783, GNorm = 2.9277, lr_0 = 9.9577e-04
Validation prc-auc = 0.062471
Epoch 6210
Loss = 3.2470e-02, PNorm = 396.2238, GNorm = 0.8114, lr_0 = 9.9577e-04
Validation prc-auc = 0.059596
Epoch 6211
Loss = 3.1875e-02, PNorm = 396.2601, GNorm = 0.4909, lr_0 = 9.9576e-04
Validation prc-auc = 0.056399
Epoch 6212
Loss = 1.4594e-02, PNorm = 396.2864, GNorm = 0.9783, lr_0 = 9.9576e-04
Validation prc-auc = 0.058124
Epoch 6213
Loss = 7.4304e-02, PNorm = 396.3089, GNorm = 2.5327, lr_0 = 9.9576e-04
Validation prc-auc = 0.049703
Epoch 6214
Loss = 4.5470e-02, PNorm = 396.3404, GNorm = 0.0711, lr_0 = 9.9576e-04
Validation prc-auc = 0.054723
Epoch 6215
Loss = 1.5011e-02, PNorm = 396.3751, GNorm = 1.2516, lr_0 = 9.9576e-04
Validation prc-auc = 0.068607
Epoch 6216
Loss = 7.0098e-03, PNorm = 396.4024, GNorm = 0.9564, lr_0 = 9.9576e-04
Validation prc-auc = 0.068404
Epoch 6217
Loss = 4.5413e-03, PNorm = 396.4284, GNorm = 0.2446, lr_0 = 9.9576e-04
Validation prc-auc = 0.068597
Epoch 6218
Loss = 1.1643e-01, PNorm = 396.4560, GNorm = 3.5233, lr_0 = 9.9576e-04
Validation prc-auc = 0.068712
Epoch 6219
Loss = 8.5486e-03, PNorm = 396.5032, GNorm = 0.6412, lr_0 = 9.9576e-04
Loss = 3.3962e-02, PNorm = 396.5505, GNorm = 0.1565, lr_0 = 9.9576e-04
Validation prc-auc = 0.069852
Epoch 6220
Loss = 2.2523e-02, PNorm = 396.5863, GNorm = 2.2146, lr_0 = 9.9576e-04
Validation prc-auc = 0.065614
Epoch 6221
Loss = 2.7012e-02, PNorm = 396.6146, GNorm = 0.2084, lr_0 = 9.9576e-04
Validation prc-auc = 0.068732
Epoch 6222
Loss = 2.8665e-02, PNorm = 396.6450, GNorm = 0.0327, lr_0 = 9.9576e-04
Validation prc-auc = 0.066902
Epoch 6223
Loss = 1.8413e-02, PNorm = 396.6734, GNorm = 3.9391, lr_0 = 9.9576e-04
Validation prc-auc = 0.064808
Epoch 6224
Loss = 3.7420e-02, PNorm = 396.7041, GNorm = 0.3914, lr_0 = 9.9576e-04
Validation prc-auc = 0.061091
Epoch 6225
Loss = 4.0898e-02, PNorm = 396.7338, GNorm = 0.4129, lr_0 = 9.9575e-04
Validation prc-auc = 0.057108
Epoch 6226
Loss = 5.6715e-02, PNorm = 396.7635, GNorm = 2.6417, lr_0 = 9.9575e-04
Validation prc-auc = 0.053827
Epoch 6227
Loss = 2.2565e-02, PNorm = 396.7945, GNorm = 1.5347, lr_0 = 9.9575e-04
Validation prc-auc = 0.049257
Epoch 6228
Loss = 5.1390e-02, PNorm = 396.8231, GNorm = 1.0589, lr_0 = 9.9575e-04
Validation prc-auc = 0.038213
Epoch 6229
Loss = 1.3952e-02, PNorm = 396.8523, GNorm = 0.3660, lr_0 = 9.9575e-04
Loss = 4.0780e-02, PNorm = 396.8788, GNorm = 1.5666, lr_0 = 9.9575e-04
Validation prc-auc = 0.038356
Epoch 6230
Loss = 5.3385e-02, PNorm = 396.9021, GNorm = 3.8349, lr_0 = 9.9575e-04
Validation prc-auc = 0.049256
Epoch 6231
Loss = 6.2810e-02, PNorm = 396.9317, GNorm = 0.2849, lr_0 = 9.9575e-04
Validation prc-auc = 0.048641
Epoch 6232
Loss = 3.9538e-02, PNorm = 396.9634, GNorm = 0.7448, lr_0 = 9.9575e-04
Validation prc-auc = 0.051166
Epoch 6233
Loss = 1.6409e-02, PNorm = 396.9913, GNorm = 0.9843, lr_0 = 9.9575e-04
Validation prc-auc = 0.049964
Epoch 6234
Loss = 5.8084e-02, PNorm = 397.0133, GNorm = 0.0822, lr_0 = 9.9575e-04
Validation prc-auc = 0.052317
Epoch 6235
Loss = 4.5919e-02, PNorm = 397.0391, GNorm = 0.8427, lr_0 = 9.9575e-04
Validation prc-auc = 0.049110
Epoch 6236
Loss = 5.0632e-02, PNorm = 397.0749, GNorm = 1.8834, lr_0 = 9.9575e-04
Validation prc-auc = 0.038578
Epoch 6237
Loss = 3.1305e-02, PNorm = 397.1091, GNorm = 1.8076, lr_0 = 9.9575e-04
Validation prc-auc = 0.047483
Epoch 6238
Loss = 3.6415e-02, PNorm = 397.1339, GNorm = 1.2996, lr_0 = 9.9575e-04
Validation prc-auc = 0.050136
Epoch 6239
Loss = 7.8941e-03, PNorm = 397.1588, GNorm = 0.1977, lr_0 = 9.9574e-04
Loss = 2.4454e-02, PNorm = 397.1864, GNorm = 0.4931, lr_0 = 9.9574e-04
Validation prc-auc = 0.054363
Epoch 6240
Loss = 1.1995e-02, PNorm = 397.2069, GNorm = 0.1376, lr_0 = 9.9574e-04
Validation prc-auc = 0.072000
Epoch 6241
Loss = 2.7983e-02, PNorm = 397.2262, GNorm = 0.3466, lr_0 = 9.9574e-04
Validation prc-auc = 0.069527
Epoch 6242
Loss = 2.2923e-02, PNorm = 397.2447, GNorm = 1.0524, lr_0 = 9.9574e-04
Validation prc-auc = 0.075427
Epoch 6243
Loss = 3.5351e-02, PNorm = 397.2725, GNorm = 0.7748, lr_0 = 9.9574e-04
Validation prc-auc = 0.069997
Epoch 6244
Loss = 3.9669e-02, PNorm = 397.3001, GNorm = 0.8807, lr_0 = 9.9574e-04
Validation prc-auc = 0.074168
Epoch 6245
Loss = 4.0306e-02, PNorm = 397.3289, GNorm = 0.9217, lr_0 = 9.9574e-04
Validation prc-auc = 0.074157
Epoch 6246
Loss = 1.5128e-02, PNorm = 397.3530, GNorm = 0.2884, lr_0 = 9.9574e-04
Validation prc-auc = 0.074318
Epoch 6247
Loss = 4.3029e-02, PNorm = 397.3706, GNorm = 0.5758, lr_0 = 9.9574e-04
Validation prc-auc = 0.059066
Epoch 6248
Loss = 1.6161e-02, PNorm = 397.3918, GNorm = 1.9519, lr_0 = 9.9574e-04
Validation prc-auc = 0.049300
Epoch 6249
Loss = 5.0355e-03, PNorm = 397.4235, GNorm = 0.2304, lr_0 = 9.9574e-04
Loss = 1.7788e-02, PNorm = 397.4517, GNorm = 0.1223, lr_0 = 9.9574e-04
Validation prc-auc = 0.051812
Epoch 6250
Loss = 2.2826e-02, PNorm = 397.4740, GNorm = 2.4173, lr_0 = 9.9574e-04
Validation prc-auc = 0.058257
Epoch 6251
Loss = 5.4838e-02, PNorm = 397.5050, GNorm = 1.2426, lr_0 = 9.9573e-04
Validation prc-auc = 0.082597
Epoch 6252
Loss = 2.0462e-02, PNorm = 397.5418, GNorm = 0.6038, lr_0 = 9.9573e-04
Validation prc-auc = 0.071227
Epoch 6253
Loss = 5.4498e-03, PNorm = 397.5718, GNorm = 0.2830, lr_0 = 9.9573e-04
Validation prc-auc = 0.069983
Epoch 6254
Loss = 1.5443e-02, PNorm = 397.5961, GNorm = 0.0820, lr_0 = 9.9573e-04
Validation prc-auc = 0.080638
Epoch 6255
Loss = 1.4064e-02, PNorm = 397.6151, GNorm = 0.1854, lr_0 = 9.9573e-04
Validation prc-auc = 0.082138
Epoch 6256
Loss = 6.0112e-03, PNorm = 397.6411, GNorm = 0.4988, lr_0 = 9.9573e-04
Validation prc-auc = 0.078098
Epoch 6257
Loss = 1.3522e-02, PNorm = 397.6679, GNorm = 0.1014, lr_0 = 9.9573e-04
Validation prc-auc = 0.075808
Epoch 6258
Loss = 1.3595e-03, PNorm = 397.6907, GNorm = 0.0750, lr_0 = 9.9573e-04
Validation prc-auc = 0.077738
Epoch 6259
Loss = 5.7108e-02, PNorm = 397.7125, GNorm = 2.0428, lr_0 = 9.9573e-04
Loss = 2.9318e-02, PNorm = 397.7479, GNorm = 0.0860, lr_0 = 9.9573e-04
Validation prc-auc = 0.078280
Epoch 6260
Loss = 4.5671e-02, PNorm = 397.7770, GNorm = 1.7749, lr_0 = 9.9573e-04
Validation prc-auc = 0.073758
Epoch 6261
Loss = 5.1980e-02, PNorm = 397.8122, GNorm = 6.0607, lr_0 = 9.9573e-04
Validation prc-auc = 0.075711
Epoch 6262
Loss = 1.8501e-02, PNorm = 397.8469, GNorm = 0.8288, lr_0 = 9.9573e-04
Validation prc-auc = 0.068981
Epoch 6263
Loss = 7.1933e-02, PNorm = 397.8746, GNorm = 1.8119, lr_0 = 9.9573e-04
Validation prc-auc = 0.073803
Epoch 6264
Loss = 3.7527e-02, PNorm = 397.9183, GNorm = 1.1759, lr_0 = 9.9573e-04
Validation prc-auc = 0.081284
Epoch 6265
Loss = 4.5827e-02, PNorm = 397.9550, GNorm = 0.9801, lr_0 = 9.9572e-04
Validation prc-auc = 0.083422
Epoch 6266
Loss = 8.1706e-03, PNorm = 397.9812, GNorm = 0.0868, lr_0 = 9.9572e-04
Validation prc-auc = 0.084767
Epoch 6267
Loss = 5.6001e-02, PNorm = 398.0001, GNorm = 0.1639, lr_0 = 9.9572e-04
Validation prc-auc = 0.085882
Epoch 6268
Loss = 4.5226e-02, PNorm = 398.0216, GNorm = 5.5612, lr_0 = 9.9572e-04
Validation prc-auc = 0.080723
Epoch 6269
Loss = 1.6647e-04, PNorm = 398.0561, GNorm = 0.0082, lr_0 = 9.9572e-04
Loss = 2.4393e-02, PNorm = 398.0898, GNorm = 0.4327, lr_0 = 9.9572e-04
Validation prc-auc = 0.081335
Epoch 6270
Loss = 4.9144e-02, PNorm = 398.1261, GNorm = 2.7323, lr_0 = 9.9572e-04
Validation prc-auc = 0.089298
Epoch 6271
Loss = 3.5555e-02, PNorm = 398.1808, GNorm = 1.4342, lr_0 = 9.9572e-04
Validation prc-auc = 0.087137
Epoch 6272
Loss = 3.6531e-02, PNorm = 398.2290, GNorm = 1.8082, lr_0 = 9.9572e-04
Validation prc-auc = 0.088742
Epoch 6273
Loss = 1.4320e-02, PNorm = 398.2642, GNorm = 0.2915, lr_0 = 9.9572e-04
Validation prc-auc = 0.089131
Epoch 6274
Loss = 1.4900e-02, PNorm = 398.2902, GNorm = 0.8527, lr_0 = 9.9572e-04
Validation prc-auc = 0.085035
Epoch 6275
Loss = 2.8722e-02, PNorm = 398.3243, GNorm = 0.3056, lr_0 = 9.9572e-04
Validation prc-auc = 0.085659
Epoch 6276
Loss = 1.3070e-02, PNorm = 398.3715, GNorm = 0.7806, lr_0 = 9.9572e-04
Validation prc-auc = 0.086499
Epoch 6277
Loss = 4.8294e-02, PNorm = 398.4232, GNorm = 3.0537, lr_0 = 9.9572e-04
Validation prc-auc = 0.085045
Epoch 6278
Loss = 4.2997e-02, PNorm = 398.4687, GNorm = 3.4519, lr_0 = 9.9571e-04
Validation prc-auc = 0.087093
Epoch 6279
Loss = 1.9292e-02, PNorm = 398.5114, GNorm = 0.9958, lr_0 = 9.9571e-04
Loss = 2.5963e-02, PNorm = 398.5411, GNorm = 0.6787, lr_0 = 9.9571e-04
Validation prc-auc = 0.083104
Epoch 6280
Loss = 4.0792e-02, PNorm = 398.5724, GNorm = 0.8124, lr_0 = 9.9571e-04
Validation prc-auc = 0.086649
Epoch 6281
Loss = 3.1829e-02, PNorm = 398.6101, GNorm = 0.8458, lr_0 = 9.9571e-04
Validation prc-auc = 0.078750
Epoch 6282
Loss = 3.4329e-02, PNorm = 398.6481, GNorm = 1.8166, lr_0 = 9.9571e-04
Validation prc-auc = 0.079313
Epoch 6283
Loss = 4.1049e-02, PNorm = 398.6860, GNorm = 0.5513, lr_0 = 9.9571e-04
Validation prc-auc = 0.072799
Epoch 6284
Loss = 6.4659e-02, PNorm = 398.7226, GNorm = 2.9856, lr_0 = 9.9571e-04
Validation prc-auc = 0.079406
Epoch 6285
Loss = 9.0794e-02, PNorm = 398.7592, GNorm = 1.0121, lr_0 = 9.9571e-04
Validation prc-auc = 0.083999
Epoch 6286
Loss = 5.2121e-02, PNorm = 398.8183, GNorm = 2.5592, lr_0 = 9.9571e-04
Validation prc-auc = 0.060930
Epoch 6287
Loss = 1.4154e-02, PNorm = 398.8661, GNorm = 0.3901, lr_0 = 9.9571e-04
Validation prc-auc = 0.063304
Epoch 6288
Loss = 1.9319e-02, PNorm = 398.9083, GNorm = 0.2118, lr_0 = 9.9571e-04
Validation prc-auc = 0.083632
Epoch 6289
Loss = 2.6311e-02, PNorm = 398.9398, GNorm = 1.1869, lr_0 = 9.9571e-04
Loss = 2.7958e-02, PNorm = 398.9705, GNorm = 0.0559, lr_0 = 9.9571e-04
Validation prc-auc = 0.072469
Epoch 6290
Loss = 3.4109e-02, PNorm = 399.0091, GNorm = 0.0995, lr_0 = 9.9571e-04
Validation prc-auc = 0.071850
Epoch 6291
Loss = 5.3730e-02, PNorm = 399.0423, GNorm = 0.4927, lr_0 = 9.9570e-04
Validation prc-auc = 0.057839
Epoch 6292
Loss = 3.2040e-02, PNorm = 399.0684, GNorm = 0.5767, lr_0 = 9.9570e-04
Validation prc-auc = 0.073851
Epoch 6293
Loss = 2.5595e-02, PNorm = 399.0909, GNorm = 1.1180, lr_0 = 9.9570e-04
Validation prc-auc = 0.080384
Epoch 6294
Loss = 2.9636e-02, PNorm = 399.1195, GNorm = 0.7146, lr_0 = 9.9570e-04
Validation prc-auc = 0.079125
Epoch 6295
Loss = 5.9285e-02, PNorm = 399.1467, GNorm = 3.1219, lr_0 = 9.9570e-04
Validation prc-auc = 0.077057
Epoch 6296
Loss = 1.1581e-02, PNorm = 399.1735, GNorm = 1.6405, lr_0 = 9.9570e-04
Validation prc-auc = 0.075831
Epoch 6297
Loss = 9.6028e-03, PNorm = 399.1943, GNorm = 0.1541, lr_0 = 9.9570e-04
Validation prc-auc = 0.070859
Epoch 6298
Loss = 1.4475e-02, PNorm = 399.2160, GNorm = 0.7576, lr_0 = 9.9570e-04
Validation prc-auc = 0.074355
Epoch 6299
Loss = 1.5563e-02, PNorm = 399.2350, GNorm = 0.9629, lr_0 = 9.9570e-04
Loss = 2.4542e-02, PNorm = 399.2599, GNorm = 1.2002, lr_0 = 9.9570e-04
Validation prc-auc = 0.070751
Epoch 6300
Loss = 2.3227e-02, PNorm = 399.2851, GNorm = 0.6982, lr_0 = 9.9570e-04
Validation prc-auc = 0.070119
Epoch 6301
Loss = 3.2434e-02, PNorm = 399.3093, GNorm = 0.4512, lr_0 = 9.9570e-04
Validation prc-auc = 0.071014
Epoch 6302
Loss = 4.2356e-02, PNorm = 399.3314, GNorm = 5.9854, lr_0 = 9.9570e-04
Validation prc-auc = 0.076574
Epoch 6303
Loss = 7.1169e-02, PNorm = 399.3664, GNorm = 7.2874, lr_0 = 9.9570e-04
Validation prc-auc = 0.066866
Epoch 6304
Loss = 1.8764e-02, PNorm = 399.4162, GNorm = 0.0572, lr_0 = 9.9570e-04
Validation prc-auc = 0.064992
Epoch 6305
Loss = 2.3367e-02, PNorm = 399.4652, GNorm = 0.8176, lr_0 = 9.9569e-04
Validation prc-auc = 0.060875
Epoch 6306
Loss = 2.5740e-02, PNorm = 399.5040, GNorm = 0.9037, lr_0 = 9.9569e-04
Validation prc-auc = 0.063412
Epoch 6307
Loss = 4.6883e-02, PNorm = 399.5390, GNorm = 0.1266, lr_0 = 9.9569e-04
Validation prc-auc = 0.067943
Epoch 6308
Loss = 8.6152e-02, PNorm = 399.5768, GNorm = 2.3200, lr_0 = 9.9569e-04
Validation prc-auc = 0.065805
Epoch 6309
Loss = 3.3523e-02, PNorm = 399.6132, GNorm = 1.5977, lr_0 = 9.9569e-04
Loss = 3.1349e-02, PNorm = 399.6402, GNorm = 0.0816, lr_0 = 9.9569e-04
Validation prc-auc = 0.062805
Epoch 6310
Loss = 3.2457e-02, PNorm = 399.6749, GNorm = 1.7823, lr_0 = 9.9569e-04
Validation prc-auc = 0.065608
Epoch 6311
Loss = 2.6632e-02, PNorm = 399.7062, GNorm = 1.4193, lr_0 = 9.9569e-04
Validation prc-auc = 0.063605
Epoch 6312
Loss = 2.8253e-02, PNorm = 399.7356, GNorm = 0.0640, lr_0 = 9.9569e-04
Validation prc-auc = 0.069578
Epoch 6313
Loss = 2.7999e-02, PNorm = 399.7580, GNorm = 0.9701, lr_0 = 9.9569e-04
Validation prc-auc = 0.057731
Epoch 6314
Loss = 7.4001e-02, PNorm = 399.7820, GNorm = 0.4967, lr_0 = 9.9569e-04
Validation prc-auc = 0.050884
Epoch 6315
Loss = 1.1652e-02, PNorm = 399.8145, GNorm = 1.2893, lr_0 = 9.9569e-04
Validation prc-auc = 0.049845
Epoch 6316
Loss = 2.7784e-02, PNorm = 399.8418, GNorm = 1.1185, lr_0 = 9.9569e-04
Validation prc-auc = 0.053450
Epoch 6317
Loss = 2.1805e-02, PNorm = 399.8678, GNorm = 0.3266, lr_0 = 9.9569e-04
Validation prc-auc = 0.050490
Epoch 6318
Loss = 1.2021e-01, PNorm = 399.8874, GNorm = 1.0492, lr_0 = 9.9568e-04
Validation prc-auc = 0.051944
Epoch 6319
Loss = 1.7365e-01, PNorm = 399.9091, GNorm = 2.3810, lr_0 = 9.9568e-04
Loss = 3.7971e-02, PNorm = 399.9332, GNorm = 2.0931, lr_0 = 9.9568e-04
Validation prc-auc = 0.057511
Epoch 6320
Loss = 3.3070e-02, PNorm = 399.9657, GNorm = 0.8211, lr_0 = 9.9568e-04
Validation prc-auc = 0.055597
Epoch 6321
Loss = 5.8646e-02, PNorm = 399.9946, GNorm = 0.7951, lr_0 = 9.9568e-04
Validation prc-auc = 0.063333
Epoch 6322
Loss = 3.5063e-02, PNorm = 400.0237, GNorm = 1.1479, lr_0 = 9.9568e-04
Validation prc-auc = 0.065098
Epoch 6323
Loss = 1.2907e-02, PNorm = 400.0550, GNorm = 1.2207, lr_0 = 9.9568e-04
Validation prc-auc = 0.062099
Epoch 6324
Loss = 1.2705e-02, PNorm = 400.0807, GNorm = 0.1932, lr_0 = 9.9568e-04
Validation prc-auc = 0.058848
Epoch 6325
Loss = 3.1403e-02, PNorm = 400.0996, GNorm = 1.2521, lr_0 = 9.9568e-04
Validation prc-auc = 0.054608
Epoch 6326
Loss = 2.5450e-02, PNorm = 400.1217, GNorm = 0.1191, lr_0 = 9.9568e-04
Validation prc-auc = 0.056428
Epoch 6327
Loss = 2.2633e-02, PNorm = 400.1547, GNorm = 0.8923, lr_0 = 9.9568e-04
Validation prc-auc = 0.060007
Epoch 6328
Loss = 4.3379e-03, PNorm = 400.1880, GNorm = 0.2407, lr_0 = 9.9568e-04
Validation prc-auc = 0.055660
Epoch 6329
Loss = 3.4569e-02, PNorm = 400.2107, GNorm = 0.8571, lr_0 = 9.9568e-04
Loss = 3.4996e-02, PNorm = 400.2319, GNorm = 0.9418, lr_0 = 9.9568e-04
Validation prc-auc = 0.062696
Epoch 6330
Loss = 3.9953e-02, PNorm = 400.2569, GNorm = 1.3478, lr_0 = 9.9568e-04
Validation prc-auc = 0.057980
Epoch 6331
Loss = 3.5524e-02, PNorm = 400.2956, GNorm = 4.1285, lr_0 = 9.9567e-04
Validation prc-auc = 0.059755
Epoch 6332
Loss = 3.0731e-02, PNorm = 400.3389, GNorm = 0.3020, lr_0 = 9.9567e-04
Validation prc-auc = 0.055526
Epoch 6333
Loss = 5.9281e-02, PNorm = 400.3709, GNorm = 0.0779, lr_0 = 9.9567e-04
Validation prc-auc = 0.055464
Epoch 6334
Loss = 4.2824e-02, PNorm = 400.4007, GNorm = 1.4992, lr_0 = 9.9567e-04
Validation prc-auc = 0.053652
Epoch 6335
Loss = 6.6164e-02, PNorm = 400.4226, GNorm = 0.2074, lr_0 = 9.9567e-04
Validation prc-auc = 0.049419
Epoch 6336
Loss = 2.9436e-02, PNorm = 400.4427, GNorm = 0.6736, lr_0 = 9.9567e-04
Validation prc-auc = 0.047271
Epoch 6337
Loss = 1.4765e-02, PNorm = 400.4648, GNorm = 0.8989, lr_0 = 9.9567e-04
Validation prc-auc = 0.047637
Epoch 6338
Loss = 8.6609e-02, PNorm = 400.4851, GNorm = 2.2532, lr_0 = 9.9567e-04
Validation prc-auc = 0.047566
Epoch 6339
Loss = 7.7065e-02, PNorm = 400.5106, GNorm = 3.0831, lr_0 = 9.9567e-04
Loss = 3.8153e-02, PNorm = 400.5452, GNorm = 0.4202, lr_0 = 9.9567e-04
Validation prc-auc = 0.051303
Epoch 6340
Loss = 4.3456e-02, PNorm = 400.5758, GNorm = 0.1037, lr_0 = 9.9567e-04
Validation prc-auc = 0.058344
Epoch 6341
Loss = 3.7329e-02, PNorm = 400.6071, GNorm = 1.4846, lr_0 = 9.9567e-04
Validation prc-auc = 0.058215
Epoch 6342
Loss = 3.2445e-02, PNorm = 400.6298, GNorm = 0.7807, lr_0 = 9.9567e-04
Validation prc-auc = 0.056991
Epoch 6343
Loss = 1.2224e-02, PNorm = 400.6470, GNorm = 0.4693, lr_0 = 9.9567e-04
Validation prc-auc = 0.050929
Epoch 6344
Loss = 4.1881e-02, PNorm = 400.6617, GNorm = 0.9490, lr_0 = 9.9566e-04
Validation prc-auc = 0.054885
Epoch 6345
Loss = 3.0242e-02, PNorm = 400.6815, GNorm = 2.7987, lr_0 = 9.9566e-04
Validation prc-auc = 0.055445
Epoch 6346
Loss = 1.0837e-02, PNorm = 400.7082, GNorm = 0.1958, lr_0 = 9.9566e-04
Validation prc-auc = 0.058517
Epoch 6347
Loss = 9.1293e-03, PNorm = 400.7272, GNorm = 1.1012, lr_0 = 9.9566e-04
Validation prc-auc = 0.060380
Epoch 6348
Loss = 1.0698e-02, PNorm = 400.7455, GNorm = 0.0838, lr_0 = 9.9566e-04
Validation prc-auc = 0.064705
Epoch 6349
Loss = 4.8385e-02, PNorm = 400.7648, GNorm = 2.5001, lr_0 = 9.9566e-04
Loss = 1.8387e-02, PNorm = 400.7945, GNorm = 0.1007, lr_0 = 9.9566e-04
Validation prc-auc = 0.074053
Epoch 6350
Loss = 7.9608e-03, PNorm = 400.8147, GNorm = 0.8624, lr_0 = 9.9566e-04
Validation prc-auc = 0.079072
Epoch 6351
Loss = 8.5877e-03, PNorm = 400.8349, GNorm = 0.1239, lr_0 = 9.9566e-04
Validation prc-auc = 0.076337
Epoch 6352
Loss = 1.3280e-02, PNorm = 400.8565, GNorm = 0.0683, lr_0 = 9.9566e-04
Validation prc-auc = 0.073480
Epoch 6353
Loss = 1.4324e-02, PNorm = 400.8745, GNorm = 0.0674, lr_0 = 9.9566e-04
Validation prc-auc = 0.072627
Epoch 6354
Loss = 1.1690e-03, PNorm = 400.8927, GNorm = 0.0611, lr_0 = 9.9566e-04
Validation prc-auc = 0.069759
Epoch 6355
Loss = 1.5419e-02, PNorm = 400.9065, GNorm = 0.9411, lr_0 = 9.9566e-04
Validation prc-auc = 0.069321
Epoch 6356
Loss = 2.2933e-02, PNorm = 400.9199, GNorm = 0.2549, lr_0 = 9.9566e-04
Validation prc-auc = 0.072578
Epoch 6357
Loss = 8.4028e-02, PNorm = 400.9388, GNorm = 3.8196, lr_0 = 9.9566e-04
Validation prc-auc = 0.064907
Epoch 6358
Loss = 5.4770e-02, PNorm = 400.9723, GNorm = 3.6756, lr_0 = 9.9565e-04
Validation prc-auc = 0.059607
Epoch 6359
Loss = 5.8585e-02, PNorm = 401.0077, GNorm = 0.9893, lr_0 = 9.9565e-04
Loss = 3.9383e-02, PNorm = 401.0467, GNorm = 0.2183, lr_0 = 9.9565e-04
Validation prc-auc = 0.053283
Epoch 6360
Loss = 3.4965e-02, PNorm = 401.0727, GNorm = 2.9127, lr_0 = 9.9565e-04
Validation prc-auc = 0.050512
Epoch 6361
Loss = 5.6399e-02, PNorm = 401.1044, GNorm = 1.2688, lr_0 = 9.9565e-04
Validation prc-auc = 0.040172
Epoch 6362
Loss = 2.7476e-02, PNorm = 401.1448, GNorm = 0.2248, lr_0 = 9.9565e-04
Validation prc-auc = 0.054978
Epoch 6363
Loss = 5.8370e-02, PNorm = 401.1769, GNorm = 1.2639, lr_0 = 9.9565e-04
Validation prc-auc = 0.054795
Epoch 6364
Loss = 3.0040e-02, PNorm = 401.2137, GNorm = 0.4946, lr_0 = 9.9565e-04
Validation prc-auc = 0.060503
Epoch 6365
Loss = 2.0028e-02, PNorm = 401.2429, GNorm = 0.2299, lr_0 = 9.9565e-04
Validation prc-auc = 0.062639
Epoch 6366
Loss = 1.9900e-02, PNorm = 401.2708, GNorm = 0.2061, lr_0 = 9.9565e-04
Validation prc-auc = 0.066226
Epoch 6367
Loss = 3.1276e-02, PNorm = 401.3056, GNorm = 1.6461, lr_0 = 9.9565e-04
Validation prc-auc = 0.060773
Epoch 6368
Loss = 1.3044e-02, PNorm = 401.3404, GNorm = 1.0456, lr_0 = 9.9565e-04
Validation prc-auc = 0.054646
Epoch 6369
Loss = 7.4119e-02, PNorm = 401.3766, GNorm = 2.9832, lr_0 = 9.9565e-04
Loss = 1.6979e-02, PNorm = 401.4063, GNorm = 0.0979, lr_0 = 9.9565e-04
Validation prc-auc = 0.054485
Epoch 6370
Loss = 3.6236e-02, PNorm = 401.4406, GNorm = 0.1098, lr_0 = 9.9565e-04
Validation prc-auc = 0.049654
Epoch 6371
Loss = 2.2624e-02, PNorm = 401.4656, GNorm = 0.5646, lr_0 = 9.9564e-04
Validation prc-auc = 0.049019
Epoch 6372
Loss = 3.4092e-02, PNorm = 401.4852, GNorm = 0.3666, lr_0 = 9.9564e-04
Validation prc-auc = 0.048647
Epoch 6373
Loss = 1.6874e-02, PNorm = 401.5075, GNorm = 1.2141, lr_0 = 9.9564e-04
Validation prc-auc = 0.052567
Epoch 6374
Loss = 8.8616e-03, PNorm = 401.5299, GNorm = 0.6405, lr_0 = 9.9564e-04
Validation prc-auc = 0.065791
Epoch 6375
Loss = 7.6541e-02, PNorm = 401.5587, GNorm = 1.7089, lr_0 = 9.9564e-04
Validation prc-auc = 0.048840
Epoch 6376
Loss = 3.6456e-02, PNorm = 401.5920, GNorm = 0.5896, lr_0 = 9.9564e-04
Validation prc-auc = 0.047971
Epoch 6377
Loss = 7.1496e-02, PNorm = 401.6164, GNorm = 3.9363, lr_0 = 9.9564e-04
Validation prc-auc = 0.049597
Epoch 6378
Loss = 3.8415e-03, PNorm = 401.6516, GNorm = 0.2743, lr_0 = 9.9564e-04
Validation prc-auc = 0.050153
Epoch 6379
Loss = 1.0195e-01, PNorm = 401.6838, GNorm = 3.7870, lr_0 = 9.9564e-04
Loss = 4.7482e-02, PNorm = 401.7155, GNorm = 0.6610, lr_0 = 9.9564e-04
Validation prc-auc = 0.037905
Epoch 6380
Loss = 5.7642e-02, PNorm = 401.7576, GNorm = 1.1832, lr_0 = 9.9564e-04
Validation prc-auc = 0.052741
Epoch 6381
Loss = 2.5881e-02, PNorm = 401.8047, GNorm = 1.4476, lr_0 = 9.9564e-04
Validation prc-auc = 0.048325
Epoch 6382
Loss = 3.9557e-02, PNorm = 401.8418, GNorm = 0.1244, lr_0 = 9.9564e-04
Validation prc-auc = 0.039630
Epoch 6383
Loss = 2.9398e-02, PNorm = 401.8743, GNorm = 0.3663, lr_0 = 9.9564e-04
Validation prc-auc = 0.042622
Epoch 6384
Loss = 2.7907e-02, PNorm = 401.9063, GNorm = 0.9329, lr_0 = 9.9563e-04
Validation prc-auc = 0.044149
Epoch 6385
Loss = 4.0198e-02, PNorm = 401.9410, GNorm = 0.1132, lr_0 = 9.9563e-04
Validation prc-auc = 0.038429
Epoch 6386
Loss = 1.4992e-02, PNorm = 401.9788, GNorm = 0.6115, lr_0 = 9.9563e-04
Validation prc-auc = 0.040333
Epoch 6387
Loss = 1.6572e-02, PNorm = 402.0066, GNorm = 0.2364, lr_0 = 9.9563e-04
Validation prc-auc = 0.045233
Epoch 6388
Loss = 1.1538e-02, PNorm = 402.0319, GNorm = 0.5837, lr_0 = 9.9563e-04
Validation prc-auc = 0.056988
Epoch 6389
Loss = 4.4369e-02, PNorm = 402.0565, GNorm = 0.8157, lr_0 = 9.9563e-04
Loss = 5.1041e-02, PNorm = 402.0821, GNorm = 2.8030, lr_0 = 9.9563e-04
Validation prc-auc = 0.058433
Epoch 6390
Loss = 2.9777e-02, PNorm = 402.1176, GNorm = 0.4366, lr_0 = 9.9563e-04
Validation prc-auc = 0.049733
Epoch 6391
Loss = 3.1073e-02, PNorm = 402.1526, GNorm = 0.7006, lr_0 = 9.9563e-04
Validation prc-auc = 0.053497
Epoch 6392
Loss = 3.5512e-02, PNorm = 402.1804, GNorm = 1.2525, lr_0 = 9.9563e-04
Validation prc-auc = 0.052142
Epoch 6393
Loss = 1.7081e-02, PNorm = 402.2076, GNorm = 2.3759, lr_0 = 9.9563e-04
Validation prc-auc = 0.059549
Epoch 6394
Loss = 5.9546e-02, PNorm = 402.2297, GNorm = 1.6884, lr_0 = 9.9563e-04
Validation prc-auc = 0.051961
Epoch 6395
Loss = 6.8108e-02, PNorm = 402.2636, GNorm = 0.3582, lr_0 = 9.9563e-04
Validation prc-auc = 0.035474
Epoch 6396
Loss = 2.2708e-02, PNorm = 402.2960, GNorm = 0.3557, lr_0 = 9.9563e-04
Validation prc-auc = 0.047995
Epoch 6397
Loss = 9.5719e-03, PNorm = 402.3182, GNorm = 0.4929, lr_0 = 9.9563e-04
Validation prc-auc = 0.053530
Epoch 6398
Loss = 4.2760e-02, PNorm = 402.3392, GNorm = 1.6657, lr_0 = 9.9562e-04
Validation prc-auc = 0.056450
Epoch 6399
Loss = 8.4285e-03, PNorm = 402.3602, GNorm = 0.5042, lr_0 = 9.9562e-04
Loss = 4.7604e-02, PNorm = 402.3733, GNorm = 0.9665, lr_0 = 9.9562e-04
Validation prc-auc = 0.034212
Epoch 6400
Loss = 2.7506e-02, PNorm = 402.3881, GNorm = 0.3468, lr_0 = 9.9562e-04
Validation prc-auc = 0.032299
Epoch 6401
Loss = 2.0903e-02, PNorm = 402.4069, GNorm = 2.0974, lr_0 = 9.9562e-04
Validation prc-auc = 0.036242
Epoch 6402
Loss = 1.1459e-02, PNorm = 402.4260, GNorm = 0.0978, lr_0 = 9.9562e-04
Validation prc-auc = 0.050064
Epoch 6403
Loss = 2.3115e-02, PNorm = 402.4431, GNorm = 1.9750, lr_0 = 9.9562e-04
Validation prc-auc = 0.051753
Epoch 6404
Loss = 1.7090e-02, PNorm = 402.4677, GNorm = 0.5138, lr_0 = 9.9562e-04
Validation prc-auc = 0.053360
Epoch 6405
Loss = 4.7583e-02, PNorm = 402.4926, GNorm = 1.5066, lr_0 = 9.9562e-04
Validation prc-auc = 0.040284
Epoch 6406
Loss = 3.2142e-02, PNorm = 402.5113, GNorm = 0.6698, lr_0 = 9.9562e-04
Validation prc-auc = 0.048180
Epoch 6407
Loss = 4.0983e-03, PNorm = 402.5306, GNorm = 0.1899, lr_0 = 9.9562e-04
Validation prc-auc = 0.054392
Epoch 6408
Loss = 2.0552e-02, PNorm = 402.5462, GNorm = 1.1580, lr_0 = 9.9562e-04
Validation prc-auc = 0.060266
Epoch 6409
Loss = 1.3683e-03, PNorm = 402.5696, GNorm = 0.0628, lr_0 = 9.9562e-04
Loss = 4.1097e-02, PNorm = 402.5964, GNorm = 4.2274, lr_0 = 9.9562e-04
Validation prc-auc = 0.063760
Epoch 6410
Loss = 7.8234e-03, PNorm = 402.6306, GNorm = 0.0793, lr_0 = 9.9561e-04
Validation prc-auc = 0.066378
Epoch 6411
Loss = 2.0541e-02, PNorm = 402.6552, GNorm = 0.0571, lr_0 = 9.9561e-04
Validation prc-auc = 0.066365
Epoch 6412
Loss = 6.8226e-02, PNorm = 402.6802, GNorm = 2.1091, lr_0 = 9.9561e-04
Validation prc-auc = 0.066466
Epoch 6413
Loss = 2.6482e-02, PNorm = 402.7181, GNorm = 0.3542, lr_0 = 9.9561e-04
Validation prc-auc = 0.053431
Epoch 6414
Loss = 7.1636e-02, PNorm = 402.7522, GNorm = 0.2182, lr_0 = 9.9561e-04
Validation prc-auc = 0.064269
Epoch 6415
Loss = 8.1811e-02, PNorm = 402.7977, GNorm = 2.5838, lr_0 = 9.9561e-04
Validation prc-auc = 0.053381
Epoch 6416
Loss = 1.5002e-02, PNorm = 402.8483, GNorm = 0.6030, lr_0 = 9.9561e-04
Validation prc-auc = 0.053043
Epoch 6417
Loss = 3.4124e-02, PNorm = 402.8877, GNorm = 0.4057, lr_0 = 9.9561e-04
Validation prc-auc = 0.064727
Epoch 6418
Loss = 4.7201e-03, PNorm = 402.9169, GNorm = 0.1768, lr_0 = 9.9561e-04
Validation prc-auc = 0.061767
Epoch 6419
Loss = 1.2301e-02, PNorm = 402.9417, GNorm = 0.4114, lr_0 = 9.9561e-04
Loss = 3.0515e-02, PNorm = 402.9728, GNorm = 3.0378, lr_0 = 9.9561e-04
Validation prc-auc = 0.065467
Epoch 6420
Loss = 4.0879e-02, PNorm = 403.0141, GNorm = 0.2460, lr_0 = 9.9561e-04
Validation prc-auc = 0.058283
Epoch 6421
Loss = 6.1035e-02, PNorm = 403.0494, GNorm = 2.9066, lr_0 = 9.9561e-04
Validation prc-auc = 0.038842
Epoch 6422
Loss = 6.2051e-02, PNorm = 403.0878, GNorm = 2.7865, lr_0 = 9.9561e-04
Validation prc-auc = 0.036076
Epoch 6423
Loss = 1.3628e-02, PNorm = 403.1241, GNorm = 0.1778, lr_0 = 9.9561e-04
Validation prc-auc = 0.043098
Epoch 6424
Loss = 5.2748e-02, PNorm = 403.1511, GNorm = 1.7888, lr_0 = 9.9560e-04
Validation prc-auc = 0.047709
Epoch 6425
Loss = 3.6383e-02, PNorm = 403.1806, GNorm = 0.1836, lr_0 = 9.9560e-04
Validation prc-auc = 0.049011
Epoch 6426
Loss = 1.2491e-02, PNorm = 403.2093, GNorm = 0.8193, lr_0 = 9.9560e-04
Validation prc-auc = 0.066064
Epoch 6427
Loss = 2.9299e-02, PNorm = 403.2323, GNorm = 0.3505, lr_0 = 9.9560e-04
Validation prc-auc = 0.060594
Epoch 6428
Loss = 3.1135e-02, PNorm = 403.2662, GNorm = 0.2658, lr_0 = 9.9560e-04
Validation prc-auc = 0.059321
Epoch 6429
Loss = 7.3267e-02, PNorm = 403.3001, GNorm = 1.5548, lr_0 = 9.9560e-04
Loss = 3.8682e-02, PNorm = 403.3419, GNorm = 2.7278, lr_0 = 9.9560e-04
Validation prc-auc = 0.055661
Epoch 6430
Loss = 5.0399e-02, PNorm = 403.3906, GNorm = 0.2392, lr_0 = 9.9560e-04
Validation prc-auc = 0.057011
Epoch 6431
Loss = 4.8470e-02, PNorm = 403.4338, GNorm = 1.3313, lr_0 = 9.9560e-04
Validation prc-auc = 0.058931
Epoch 6432
Loss = 3.3425e-02, PNorm = 403.4702, GNorm = 1.2323, lr_0 = 9.9560e-04
Validation prc-auc = 0.059235
Epoch 6433
Loss = 4.1234e-02, PNorm = 403.5056, GNorm = 2.2081, lr_0 = 9.9560e-04
Validation prc-auc = 0.059899
Epoch 6434
Loss = 8.4204e-02, PNorm = 403.5377, GNorm = 0.1826, lr_0 = 9.9560e-04
Validation prc-auc = 0.063227
Epoch 6435
Loss = 5.0098e-02, PNorm = 403.5702, GNorm = 1.3998, lr_0 = 9.9560e-04
Validation prc-auc = 0.049455
Epoch 6436
Loss = 8.5278e-03, PNorm = 403.5974, GNorm = 0.2374, lr_0 = 9.9560e-04
Validation prc-auc = 0.045038
Epoch 6437
Loss = 4.8798e-02, PNorm = 403.6179, GNorm = 0.2281, lr_0 = 9.9559e-04
Validation prc-auc = 0.056787
Epoch 6438
Loss = 3.1443e-03, PNorm = 403.6382, GNorm = 0.1374, lr_0 = 9.9559e-04
Validation prc-auc = 0.058007
Epoch 6439
Loss = 1.5735e-02, PNorm = 403.6559, GNorm = 0.8866, lr_0 = 9.9559e-04
Loss = 3.6078e-02, PNorm = 403.6773, GNorm = 0.3329, lr_0 = 9.9559e-04
Validation prc-auc = 0.054238
Epoch 6440
Loss = 2.3848e-02, PNorm = 403.7043, GNorm = 0.3015, lr_0 = 9.9559e-04
Validation prc-auc = 0.059459
Epoch 6441
Loss = 3.4872e-02, PNorm = 403.7301, GNorm = 0.6128, lr_0 = 9.9559e-04
Validation prc-auc = 0.056946
Epoch 6442
Loss = 5.8752e-02, PNorm = 403.7549, GNorm = 1.5827, lr_0 = 9.9559e-04
Validation prc-auc = 0.058594
Epoch 6443
Loss = 1.8180e-02, PNorm = 403.7817, GNorm = 0.9592, lr_0 = 9.9559e-04
Validation prc-auc = 0.058743
Epoch 6444
Loss = 1.8554e-02, PNorm = 403.8121, GNorm = 0.1013, lr_0 = 9.9559e-04
Validation prc-auc = 0.061260
Epoch 6445
Loss = 8.9089e-03, PNorm = 403.8407, GNorm = 0.0545, lr_0 = 9.9559e-04
Validation prc-auc = 0.062730
Epoch 6446
Loss = 5.5563e-02, PNorm = 403.8682, GNorm = 3.8403, lr_0 = 9.9559e-04
Validation prc-auc = 0.066704
Epoch 6447
Loss = 1.3231e-01, PNorm = 403.9090, GNorm = 0.8551, lr_0 = 9.9559e-04
Validation prc-auc = 0.060079
Epoch 6448
Loss = 2.9936e-02, PNorm = 403.9633, GNorm = 0.2953, lr_0 = 9.9559e-04
Validation prc-auc = 0.059891
Epoch 6449
Loss = 5.6066e-03, PNorm = 404.0047, GNorm = 0.2902, lr_0 = 9.9559e-04
Loss = 6.0695e-02, PNorm = 404.0428, GNorm = 0.4428, lr_0 = 9.9559e-04
Validation prc-auc = 0.050435
Epoch 6450
Loss = 5.1095e-02, PNorm = 404.0829, GNorm = 2.9680, lr_0 = 9.9558e-04
Validation prc-auc = 0.048591
Epoch 6451
Loss = 3.9106e-02, PNorm = 404.1304, GNorm = 1.0419, lr_0 = 9.9558e-04
Validation prc-auc = 0.047088
Epoch 6452
Loss = 2.8247e-02, PNorm = 404.1718, GNorm = 0.0445, lr_0 = 9.9558e-04
Validation prc-auc = 0.051268
Epoch 6453
Loss = 4.7559e-02, PNorm = 404.2066, GNorm = 2.6328, lr_0 = 9.9558e-04
Validation prc-auc = 0.054667
Epoch 6454
Loss = 2.2171e-02, PNorm = 404.2402, GNorm = 0.9819, lr_0 = 9.9558e-04
Validation prc-auc = 0.054054
Epoch 6455
Loss = 1.4123e-02, PNorm = 404.2695, GNorm = 0.4330, lr_0 = 9.9558e-04
Validation prc-auc = 0.052844
Epoch 6456
Loss = 1.0483e-02, PNorm = 404.2961, GNorm = 0.1419, lr_0 = 9.9558e-04
Validation prc-auc = 0.050770
Epoch 6457
Loss = 9.7821e-03, PNorm = 404.3156, GNorm = 0.2888, lr_0 = 9.9558e-04
Validation prc-auc = 0.049221
Epoch 6458
Loss = 2.6877e-02, PNorm = 404.3311, GNorm = 1.3807, lr_0 = 9.9558e-04
Validation prc-auc = 0.048454
Epoch 6459
Loss = 4.5151e-02, PNorm = 404.3510, GNorm = 1.7841, lr_0 = 9.9558e-04
Loss = 7.4302e-03, PNorm = 404.3723, GNorm = 0.0485, lr_0 = 9.9558e-04
Validation prc-auc = 0.048461
Epoch 6460
Loss = 2.2362e-02, PNorm = 404.3901, GNorm = 0.0412, lr_0 = 9.9558e-04
Validation prc-auc = 0.050471
Epoch 6461
Loss = 5.9082e-02, PNorm = 404.4088, GNorm = 0.0689, lr_0 = 9.9558e-04
Validation prc-auc = 0.050263
Epoch 6462
Loss = 4.1566e-02, PNorm = 404.4381, GNorm = 0.2779, lr_0 = 9.9558e-04
Validation prc-auc = 0.045549
Epoch 6463
Loss = 2.3842e-02, PNorm = 404.4626, GNorm = 0.0917, lr_0 = 9.9558e-04
Validation prc-auc = 0.047560
Epoch 6464
Loss = 1.0250e-02, PNorm = 404.4850, GNorm = 0.1817, lr_0 = 9.9557e-04
Validation prc-auc = 0.048463
Epoch 6465
Loss = 2.1232e-02, PNorm = 404.5057, GNorm = 0.5480, lr_0 = 9.9557e-04
Validation prc-auc = 0.055329
Epoch 6466
Loss = 2.9705e-02, PNorm = 404.5306, GNorm = 0.2589, lr_0 = 9.9557e-04
Validation prc-auc = 0.054109
Epoch 6467
Loss = 3.4169e-02, PNorm = 404.5623, GNorm = 0.6850, lr_0 = 9.9557e-04
Validation prc-auc = 0.043151
Epoch 6468
Loss = 4.4667e-02, PNorm = 404.6001, GNorm = 0.2904, lr_0 = 9.9557e-04
Validation prc-auc = 0.045085
Epoch 6469
Loss = 4.8498e-02, PNorm = 404.6321, GNorm = 2.4820, lr_0 = 9.9557e-04
Loss = 2.5321e-02, PNorm = 404.6612, GNorm = 1.1883, lr_0 = 9.9557e-04
Validation prc-auc = 0.055277
Epoch 6470
Loss = 2.6311e-02, PNorm = 404.6873, GNorm = 2.5244, lr_0 = 9.9557e-04
Validation prc-auc = 0.051325
Epoch 6471
Loss = 3.7609e-02, PNorm = 404.7178, GNorm = 2.8963, lr_0 = 9.9557e-04
Validation prc-auc = 0.051230
Epoch 6472
Loss = 1.2708e-02, PNorm = 404.7467, GNorm = 0.2808, lr_0 = 9.9557e-04
Validation prc-auc = 0.044423
Epoch 6473
Loss = 6.4740e-03, PNorm = 404.7690, GNorm = 0.2281, lr_0 = 9.9557e-04
Validation prc-auc = 0.062397
Epoch 6474
Loss = 1.1919e-02, PNorm = 404.7865, GNorm = 0.8524, lr_0 = 9.9557e-04
Validation prc-auc = 0.062068
Epoch 6475
Loss = 2.9217e-03, PNorm = 404.8127, GNorm = 0.0288, lr_0 = 9.9557e-04
Validation prc-auc = 0.055013
Epoch 6476
Loss = 3.8093e-02, PNorm = 404.8394, GNorm = 0.3519, lr_0 = 9.9557e-04
Validation prc-auc = 0.052466
Epoch 6477
Loss = 7.8273e-02, PNorm = 404.8642, GNorm = 1.6399, lr_0 = 9.9556e-04
Validation prc-auc = 0.050773
Epoch 6478
Loss = 3.6382e-02, PNorm = 404.8885, GNorm = 4.8604, lr_0 = 9.9556e-04
Validation prc-auc = 0.048076
Epoch 6479
Loss = 6.1763e-02, PNorm = 404.9251, GNorm = 1.8210, lr_0 = 9.9556e-04
Loss = 9.1028e-03, PNorm = 404.9567, GNorm = 0.0617, lr_0 = 9.9556e-04
Validation prc-auc = 0.058474
Epoch 6480
Loss = 8.3909e-02, PNorm = 404.9907, GNorm = 0.2302, lr_0 = 9.9556e-04
Validation prc-auc = 0.049163
Epoch 6481
Loss = 5.6825e-02, PNorm = 405.0319, GNorm = 0.8761, lr_0 = 9.9556e-04
Validation prc-auc = 0.031340
Epoch 6482
Loss = 3.6583e-02, PNorm = 405.0731, GNorm = 0.6970, lr_0 = 9.9556e-04
Validation prc-auc = 0.035426
Epoch 6483
Loss = 6.1666e-02, PNorm = 405.1081, GNorm = 0.2399, lr_0 = 9.9556e-04
Validation prc-auc = 0.035828
Epoch 6484
Loss = 1.3939e-02, PNorm = 405.1344, GNorm = 0.3107, lr_0 = 9.9556e-04
Validation prc-auc = 0.036343
Epoch 6485
Loss = 3.0706e-02, PNorm = 405.1572, GNorm = 0.6433, lr_0 = 9.9556e-04
Validation prc-auc = 0.037640
Epoch 6486
Loss = 4.2751e-02, PNorm = 405.1897, GNorm = 0.5498, lr_0 = 9.9556e-04
Validation prc-auc = 0.048188
Epoch 6487
Loss = 1.5849e-02, PNorm = 405.2264, GNorm = 0.6946, lr_0 = 9.9556e-04
Validation prc-auc = 0.046198
Epoch 6488
Loss = 9.6156e-02, PNorm = 405.2656, GNorm = 2.2465, lr_0 = 9.9556e-04
Validation prc-auc = 0.040798
Epoch 6489
Loss = 4.0438e-03, PNorm = 405.3038, GNorm = 0.1627, lr_0 = 9.9556e-04
Loss = 3.4132e-02, PNorm = 405.3363, GNorm = 1.5620, lr_0 = 9.9556e-04
Validation prc-auc = 0.042465
Epoch 6490
Loss = 3.3862e-02, PNorm = 405.3681, GNorm = 0.3377, lr_0 = 9.9555e-04
Validation prc-auc = 0.043719
Epoch 6491
Loss = 4.6364e-02, PNorm = 405.4043, GNorm = 0.1279, lr_0 = 9.9555e-04
Validation prc-auc = 0.046375
Epoch 6492
Loss = 3.3378e-02, PNorm = 405.4372, GNorm = 1.4882, lr_0 = 9.9555e-04
Validation prc-auc = 0.043907
Epoch 6493
Loss = 4.9061e-02, PNorm = 405.4644, GNorm = 3.3979, lr_0 = 9.9555e-04
Validation prc-auc = 0.047647
Epoch 6494
Loss = 4.3206e-02, PNorm = 405.4924, GNorm = 0.8977, lr_0 = 9.9555e-04
Validation prc-auc = 0.032751
Epoch 6495
Loss = 4.8447e-02, PNorm = 405.5173, GNorm = 2.3070, lr_0 = 9.9555e-04
Validation prc-auc = 0.033872
Epoch 6496
Loss = 2.6162e-02, PNorm = 405.5453, GNorm = 0.3292, lr_0 = 9.9555e-04
Validation prc-auc = 0.036492
Epoch 6497
Loss = 1.5344e-02, PNorm = 405.5706, GNorm = 0.3888, lr_0 = 9.9555e-04
Validation prc-auc = 0.033054
Epoch 6498
Loss = 5.0547e-02, PNorm = 405.6001, GNorm = 1.5762, lr_0 = 9.9555e-04
Validation prc-auc = 0.024478
Epoch 6499
Loss = 1.0520e-02, PNorm = 405.6292, GNorm = 0.3831, lr_0 = 9.9555e-04
Loss = 2.2172e-02, PNorm = 405.6535, GNorm = 0.5362, lr_0 = 9.9555e-04
Validation prc-auc = 0.024575
Epoch 6500
Loss = 2.6957e-02, PNorm = 405.6714, GNorm = 0.1965, lr_0 = 9.9555e-04
Validation prc-auc = 0.025517
Epoch 6501
Loss = 1.2367e-02, PNorm = 405.6882, GNorm = 0.1101, lr_0 = 9.9555e-04
Validation prc-auc = 0.028053
Epoch 6502
Loss = 5.7217e-02, PNorm = 405.7057, GNorm = 0.0273, lr_0 = 9.9555e-04
Validation prc-auc = 0.028684
Epoch 6503
Loss = 3.5485e-02, PNorm = 405.7382, GNorm = 0.1810, lr_0 = 9.9554e-04
Validation prc-auc = 0.029596
Epoch 6504
Loss = 2.1747e-02, PNorm = 405.7721, GNorm = 0.2585, lr_0 = 9.9554e-04
Validation prc-auc = 0.031610
Epoch 6505
Loss = 5.2660e-02, PNorm = 405.8067, GNorm = 0.3638, lr_0 = 9.9554e-04
Validation prc-auc = 0.047073
Epoch 6506
Loss = 5.4214e-02, PNorm = 405.8388, GNorm = 0.1028, lr_0 = 9.9554e-04
Validation prc-auc = 0.043544
Epoch 6507
Loss = 7.6004e-02, PNorm = 405.8679, GNorm = 0.1204, lr_0 = 9.9554e-04
Validation prc-auc = 0.040232
Epoch 6508
Loss = 2.1171e-02, PNorm = 405.9006, GNorm = 2.0735, lr_0 = 9.9554e-04
Validation prc-auc = 0.046411
Epoch 6509
Loss = 4.3045e-02, PNorm = 405.9265, GNorm = 0.4871, lr_0 = 9.9554e-04
Loss = 3.3752e-02, PNorm = 405.9443, GNorm = 1.4239, lr_0 = 9.9554e-04
Validation prc-auc = 0.048489
Epoch 6510
Loss = 6.5872e-02, PNorm = 405.9665, GNorm = 2.9379, lr_0 = 9.9554e-04
Validation prc-auc = 0.037966
Epoch 6511
Loss = 3.9119e-02, PNorm = 406.0053, GNorm = 2.2415, lr_0 = 9.9554e-04
Validation prc-auc = 0.040923
Epoch 6512
Loss = 1.5055e-02, PNorm = 406.0422, GNorm = 0.4133, lr_0 = 9.9554e-04
Validation prc-auc = 0.048932
Epoch 6513
Loss = 3.2111e-02, PNorm = 406.0689, GNorm = 0.1813, lr_0 = 9.9554e-04
Validation prc-auc = 0.051754
Epoch 6514
Loss = 4.4205e-02, PNorm = 406.0927, GNorm = 1.9674, lr_0 = 9.9554e-04
Validation prc-auc = 0.057104
Epoch 6515
Loss = 3.4979e-02, PNorm = 406.1227, GNorm = 0.4927, lr_0 = 9.9554e-04
Validation prc-auc = 0.063000
Epoch 6516
Loss = 3.1836e-02, PNorm = 406.1562, GNorm = 2.4317, lr_0 = 9.9554e-04
Validation prc-auc = 0.070742
Epoch 6517
Loss = 2.1154e-02, PNorm = 406.1881, GNorm = 0.8621, lr_0 = 9.9553e-04
Validation prc-auc = 0.057748
Epoch 6518
Loss = 2.8575e-02, PNorm = 406.2145, GNorm = 0.1195, lr_0 = 9.9553e-04
Validation prc-auc = 0.054313
Epoch 6519
Loss = 3.8971e-02, PNorm = 406.2481, GNorm = 0.9675, lr_0 = 9.9553e-04
Loss = 3.0716e-02, PNorm = 406.2784, GNorm = 0.0686, lr_0 = 9.9553e-04
Validation prc-auc = 0.059195
Epoch 6520
Loss = 4.0607e-02, PNorm = 406.3073, GNorm = 3.2758, lr_0 = 9.9553e-04
Validation prc-auc = 0.054016
Epoch 6521
Loss = 2.5958e-02, PNorm = 406.3358, GNorm = 1.9760, lr_0 = 9.9553e-04
Validation prc-auc = 0.061030
Epoch 6522
Loss = 4.5323e-02, PNorm = 406.3664, GNorm = 0.3332, lr_0 = 9.9553e-04
Validation prc-auc = 0.066246
Epoch 6523
Loss = 2.7472e-02, PNorm = 406.3903, GNorm = 0.9258, lr_0 = 9.9553e-04
Validation prc-auc = 0.062484
Epoch 6524
Loss = 2.5968e-02, PNorm = 406.4091, GNorm = 1.4585, lr_0 = 9.9553e-04
Validation prc-auc = 0.065852
Epoch 6525
Loss = 1.3155e-02, PNorm = 406.4266, GNorm = 0.8479, lr_0 = 9.9553e-04
Validation prc-auc = 0.073030
Epoch 6526
Loss = 3.4619e-03, PNorm = 406.4425, GNorm = 0.0975, lr_0 = 9.9553e-04
Validation prc-auc = 0.079773
Epoch 6527
Loss = 2.9578e-02, PNorm = 406.4669, GNorm = 0.0732, lr_0 = 9.9553e-04
Validation prc-auc = 0.071359
Epoch 6528
Loss = 5.8283e-02, PNorm = 406.5036, GNorm = 3.1479, lr_0 = 9.9553e-04
Validation prc-auc = 0.065072
Epoch 6529
Loss = 1.7557e-03, PNorm = 406.5503, GNorm = 0.1107, lr_0 = 9.9553e-04
Loss = 4.8021e-02, PNorm = 406.5892, GNorm = 1.4730, lr_0 = 9.9553e-04
Validation prc-auc = 0.058488
Epoch 6530
Loss = 3.8670e-02, PNorm = 406.6254, GNorm = 4.2591, lr_0 = 9.9552e-04
Validation prc-auc = 0.064858
Epoch 6531
Loss = 3.4980e-02, PNorm = 406.6621, GNorm = 1.5882, lr_0 = 9.9552e-04
Validation prc-auc = 0.065035
Epoch 6532
Loss = 4.8218e-02, PNorm = 406.6970, GNorm = 0.6498, lr_0 = 9.9552e-04
Validation prc-auc = 0.059922
Epoch 6533
Loss = 2.9187e-02, PNorm = 406.7298, GNorm = 0.4463, lr_0 = 9.9552e-04
Validation prc-auc = 0.058996
Epoch 6534
Loss = 3.3571e-02, PNorm = 406.7581, GNorm = 2.7949, lr_0 = 9.9552e-04
Validation prc-auc = 0.059913
Epoch 6535
Loss = 3.2174e-02, PNorm = 406.7836, GNorm = 2.4363, lr_0 = 9.9552e-04
Validation prc-auc = 0.056816
Epoch 6536
Loss = 2.8783e-02, PNorm = 406.8096, GNorm = 0.2181, lr_0 = 9.9552e-04
Validation prc-auc = 0.059072
Epoch 6537
Loss = 2.8638e-02, PNorm = 406.8376, GNorm = 0.1121, lr_0 = 9.9552e-04
Validation prc-auc = 0.061140
Epoch 6538
Loss = 7.3459e-02, PNorm = 406.8613, GNorm = 2.3450, lr_0 = 9.9552e-04
Validation prc-auc = 0.052936
Epoch 6539
Loss = 6.0358e-02, PNorm = 406.8909, GNorm = 1.9843, lr_0 = 9.9552e-04
Loss = 3.2840e-02, PNorm = 406.9285, GNorm = 0.2588, lr_0 = 9.9552e-04
Validation prc-auc = 0.051112
Epoch 6540
Loss = 7.6241e-02, PNorm = 406.9730, GNorm = 1.4953, lr_0 = 9.9552e-04
Validation prc-auc = 0.054940
Epoch 6541
Loss = 4.8997e-02, PNorm = 407.0282, GNorm = 0.1239, lr_0 = 9.9552e-04
Validation prc-auc = 0.060804
Epoch 6542
Loss = 3.7526e-02, PNorm = 407.0871, GNorm = 2.2186, lr_0 = 9.9552e-04
Validation prc-auc = 0.053659
Epoch 6543
Loss = 2.1817e-02, PNorm = 407.1325, GNorm = 0.8782, lr_0 = 9.9551e-04
Validation prc-auc = 0.053970
Epoch 6544
Loss = 3.3395e-02, PNorm = 407.1661, GNorm = 1.4801, lr_0 = 9.9551e-04
Validation prc-auc = 0.069305
Epoch 6545
Loss = 5.5855e-02, PNorm = 407.2095, GNorm = 0.1735, lr_0 = 9.9551e-04
Validation prc-auc = 0.055727
Epoch 6546
Loss = 9.2037e-03, PNorm = 407.2514, GNorm = 0.6965, lr_0 = 9.9551e-04
Validation prc-auc = 0.061728
Epoch 6547
Loss = 9.2876e-03, PNorm = 407.2779, GNorm = 0.0855, lr_0 = 9.9551e-04
Validation prc-auc = 0.062833
Epoch 6548
Loss = 2.8581e-03, PNorm = 407.3031, GNorm = 0.1464, lr_0 = 9.9551e-04
Validation prc-auc = 0.067772
Epoch 6549
Loss = 2.2776e-03, PNorm = 407.3282, GNorm = 0.0749, lr_0 = 9.9551e-04
Loss = 1.3838e-02, PNorm = 407.3507, GNorm = 0.0898, lr_0 = 9.9551e-04
Validation prc-auc = 0.067447
Epoch 6550
Loss = 4.0062e-02, PNorm = 407.3697, GNorm = 0.4528, lr_0 = 9.9551e-04
Validation prc-auc = 0.062181
Epoch 6551
Loss = 2.1130e-02, PNorm = 407.3891, GNorm = 0.4400, lr_0 = 9.9551e-04
Validation prc-auc = 0.061862
Epoch 6552
Loss = 3.2391e-02, PNorm = 407.4118, GNorm = 0.3133, lr_0 = 9.9551e-04
Validation prc-auc = 0.059249
Epoch 6553
Loss = 2.0793e-02, PNorm = 407.4447, GNorm = 1.4875, lr_0 = 9.9551e-04
Validation prc-auc = 0.055993
Epoch 6554
Loss = 1.2603e-02, PNorm = 407.4711, GNorm = 0.1215, lr_0 = 9.9551e-04
Validation prc-auc = 0.055276
Epoch 6555
Loss = 6.8589e-02, PNorm = 407.4907, GNorm = 1.0072, lr_0 = 9.9551e-04
Validation prc-auc = 0.054308
Epoch 6556
Loss = 3.1943e-02, PNorm = 407.5185, GNorm = 1.8306, lr_0 = 9.9551e-04
Validation prc-auc = 0.050384
Epoch 6557
Loss = 6.6678e-03, PNorm = 407.5454, GNorm = 0.4302, lr_0 = 9.9550e-04
Validation prc-auc = 0.050001
Epoch 6558
Loss = 3.6293e-02, PNorm = 407.5678, GNorm = 1.3568, lr_0 = 9.9550e-04
Validation prc-auc = 0.055398
Epoch 6559
Loss = 5.1870e-02, PNorm = 407.5999, GNorm = 2.0263, lr_0 = 9.9550e-04
Loss = 1.5653e-02, PNorm = 407.6333, GNorm = 0.3123, lr_0 = 9.9550e-04
Validation prc-auc = 0.059845
Epoch 6560
Loss = 3.9381e-02, PNorm = 407.6579, GNorm = 0.1672, lr_0 = 9.9550e-04
Validation prc-auc = 0.060287
Epoch 6561
Loss = 3.7081e-02, PNorm = 407.6820, GNorm = 0.3239, lr_0 = 9.9550e-04
Validation prc-auc = 0.059220
Epoch 6562
Loss = 4.6009e-02, PNorm = 407.7113, GNorm = 1.1268, lr_0 = 9.9550e-04
Validation prc-auc = 0.053411
Epoch 6563
Loss = 3.4838e-02, PNorm = 407.7416, GNorm = 0.2763, lr_0 = 9.9550e-04
Validation prc-auc = 0.050192
Epoch 6564
Loss = 6.1837e-02, PNorm = 407.7713, GNorm = 2.1300, lr_0 = 9.9550e-04
Validation prc-auc = 0.045204
Epoch 6565
Loss = 3.6668e-02, PNorm = 407.8012, GNorm = 1.2405, lr_0 = 9.9550e-04
Validation prc-auc = 0.052434
Epoch 6566
Loss = 2.1582e-02, PNorm = 407.8228, GNorm = 1.2981, lr_0 = 9.9550e-04
Validation prc-auc = 0.053556
Epoch 6567
Loss = 6.9722e-03, PNorm = 407.8404, GNorm = 0.3036, lr_0 = 9.9550e-04
Validation prc-auc = 0.051423
Epoch 6568
Loss = 4.5836e-03, PNorm = 407.8653, GNorm = 0.1340, lr_0 = 9.9550e-04
Validation prc-auc = 0.044801
Epoch 6569
Loss = 3.8413e-02, PNorm = 407.8960, GNorm = 1.6970, lr_0 = 9.9550e-04
Loss = 2.6951e-02, PNorm = 407.9288, GNorm = 0.0809, lr_0 = 9.9549e-04
Validation prc-auc = 0.048988
Epoch 6570
Loss = 4.5820e-02, PNorm = 407.9612, GNorm = 0.9849, lr_0 = 9.9549e-04
Validation prc-auc = 0.046658
Epoch 6571
Loss = 4.7520e-02, PNorm = 407.9973, GNorm = 0.2045, lr_0 = 9.9549e-04
Validation prc-auc = 0.048165
Epoch 6572
Loss = 1.0018e-02, PNorm = 408.0289, GNorm = 0.1405, lr_0 = 9.9549e-04
Validation prc-auc = 0.051530
Epoch 6573
Loss = 5.1266e-02, PNorm = 408.0512, GNorm = 1.9455, lr_0 = 9.9549e-04
Validation prc-auc = 0.043977
Epoch 6574
Loss = 2.7562e-02, PNorm = 408.0796, GNorm = 2.4802, lr_0 = 9.9549e-04
Validation prc-auc = 0.043987
Epoch 6575
Loss = 9.2725e-03, PNorm = 408.1064, GNorm = 1.7801, lr_0 = 9.9549e-04
Validation prc-auc = 0.046559
Epoch 6576
Loss = 8.4162e-02, PNorm = 408.1403, GNorm = 0.3978, lr_0 = 9.9549e-04
Validation prc-auc = 0.044327
Epoch 6577
Loss = 1.2804e-02, PNorm = 408.1913, GNorm = 0.2146, lr_0 = 9.9549e-04
Validation prc-auc = 0.050970
Epoch 6578
Loss = 1.8606e-02, PNorm = 408.2279, GNorm = 0.9984, lr_0 = 9.9549e-04
Validation prc-auc = 0.051714
Epoch 6579
Loss = 1.8023e-03, PNorm = 408.2576, GNorm = 0.0730, lr_0 = 9.9549e-04
Loss = 2.2437e-02, PNorm = 408.2830, GNorm = 0.2566, lr_0 = 9.9549e-04
Validation prc-auc = 0.055497
Epoch 6580
Loss = 1.9842e-02, PNorm = 408.3032, GNorm = 0.4960, lr_0 = 9.9549e-04
Validation prc-auc = 0.052755
Epoch 6581
Loss = 2.8359e-02, PNorm = 408.3378, GNorm = 2.0462, lr_0 = 9.9549e-04
Validation prc-auc = 0.056662
Epoch 6582
Loss = 3.0489e-02, PNorm = 408.3733, GNorm = 0.7475, lr_0 = 9.9549e-04
Validation prc-auc = 0.060080
Epoch 6583
Loss = 3.2485e-02, PNorm = 408.4085, GNorm = 0.0686, lr_0 = 9.9548e-04
Validation prc-auc = 0.061465
Epoch 6584
Loss = 4.1260e-02, PNorm = 408.4363, GNorm = 1.4915, lr_0 = 9.9548e-04
Validation prc-auc = 0.057536
Epoch 6585
Loss = 2.6950e-02, PNorm = 408.4690, GNorm = 2.6004, lr_0 = 9.9548e-04
Validation prc-auc = 0.058109
Epoch 6586
Loss = 5.0696e-02, PNorm = 408.5075, GNorm = 1.3694, lr_0 = 9.9548e-04
Validation prc-auc = 0.055024
Epoch 6587
Loss = 1.4947e-02, PNorm = 408.5407, GNorm = 0.1123, lr_0 = 9.9548e-04
Validation prc-auc = 0.068420
Epoch 6588
Loss = 1.6744e-02, PNorm = 408.5673, GNorm = 0.8982, lr_0 = 9.9548e-04
Validation prc-auc = 0.061194
Epoch 6589
Loss = 2.0238e-01, PNorm = 408.5928, GNorm = 2.4445, lr_0 = 9.9548e-04
Loss = 5.2197e-02, PNorm = 408.6243, GNorm = 0.2900, lr_0 = 9.9548e-04
Validation prc-auc = 0.053422
Epoch 6590
Loss = 2.1883e-02, PNorm = 408.6613, GNorm = 0.8957, lr_0 = 9.9548e-04
Validation prc-auc = 0.052193
Epoch 6591
Loss = 4.8393e-02, PNorm = 408.6944, GNorm = 0.1492, lr_0 = 9.9548e-04
Validation prc-auc = 0.048998
Epoch 6592
Loss = 2.7010e-02, PNorm = 408.7297, GNorm = 1.7278, lr_0 = 9.9548e-04
Validation prc-auc = 0.052159
Epoch 6593
Loss = 5.0865e-02, PNorm = 408.7598, GNorm = 0.2441, lr_0 = 9.9548e-04
Validation prc-auc = 0.056910
Epoch 6594
Loss = 1.8799e-02, PNorm = 408.7885, GNorm = 1.4362, lr_0 = 9.9548e-04
Validation prc-auc = 0.058906
Epoch 6595
Loss = 2.3483e-02, PNorm = 408.8150, GNorm = 0.2350, lr_0 = 9.9548e-04
Validation prc-auc = 0.054575
Epoch 6596
Loss = 2.0288e-02, PNorm = 408.8453, GNorm = 0.0920, lr_0 = 9.9548e-04
Validation prc-auc = 0.056263
Epoch 6597
Loss = 6.8086e-02, PNorm = 408.8698, GNorm = 0.8792, lr_0 = 9.9547e-04
Validation prc-auc = 0.051476
Epoch 6598
Loss = 1.3094e-01, PNorm = 408.8893, GNorm = 1.5537, lr_0 = 9.9547e-04
Validation prc-auc = 0.053453
Epoch 6599
Loss = 5.3181e-03, PNorm = 408.9112, GNorm = 0.1941, lr_0 = 9.9547e-04
Loss = 1.4517e-02, PNorm = 408.9276, GNorm = 2.0853, lr_0 = 9.9547e-04
Validation prc-auc = 0.054438
Epoch 6600
Loss = 2.4915e-02, PNorm = 408.9416, GNorm = 0.8492, lr_0 = 9.9547e-04
Validation prc-auc = 0.050971
Epoch 6601
Loss = 4.1855e-02, PNorm = 408.9734, GNorm = 0.1901, lr_0 = 9.9547e-04
Validation prc-auc = 0.057882
Epoch 6602
Loss = 1.6600e-02, PNorm = 409.0038, GNorm = 0.5288, lr_0 = 9.9547e-04
Validation prc-auc = 0.060390
Epoch 6603
Loss = 3.0339e-02, PNorm = 409.0295, GNorm = 0.1934, lr_0 = 9.9547e-04
Validation prc-auc = 0.046419
Epoch 6604
Loss = 2.5363e-02, PNorm = 409.0504, GNorm = 0.1832, lr_0 = 9.9547e-04
Validation prc-auc = 0.041172
Epoch 6605
Loss = 4.5292e-02, PNorm = 409.0706, GNorm = 4.2140, lr_0 = 9.9547e-04
Validation prc-auc = 0.031728
Epoch 6606
Loss = 1.0609e-01, PNorm = 409.0970, GNorm = 2.8011, lr_0 = 9.9547e-04
Validation prc-auc = 0.035690
Epoch 6607
Loss = 9.8987e-03, PNorm = 409.1256, GNorm = 0.4232, lr_0 = 9.9547e-04
Validation prc-auc = 0.043661
Epoch 6608
Loss = 1.1758e-02, PNorm = 409.1478, GNorm = 0.0961, lr_0 = 9.9547e-04
Validation prc-auc = 0.055614
Epoch 6609
Loss = 4.6741e-02, PNorm = 409.1782, GNorm = 2.1457, lr_0 = 9.9547e-04
Loss = 3.6758e-02, PNorm = 409.2064, GNorm = 1.4343, lr_0 = 9.9546e-04
Validation prc-auc = 0.050697
Epoch 6610
Loss = 2.7689e-02, PNorm = 409.2301, GNorm = 1.6454, lr_0 = 9.9546e-04
Validation prc-auc = 0.046589
Epoch 6611
Loss = 3.6407e-02, PNorm = 409.2522, GNorm = 1.7140, lr_0 = 9.9546e-04
Validation prc-auc = 0.044109
Epoch 6612
Loss = 1.8245e-02, PNorm = 409.2714, GNorm = 0.5664, lr_0 = 9.9546e-04
Validation prc-auc = 0.039559
Epoch 6613
Loss = 1.6925e-02, PNorm = 409.2999, GNorm = 1.2168, lr_0 = 9.9546e-04
Validation prc-auc = 0.037430
Epoch 6614
Loss = 4.3115e-02, PNorm = 409.3277, GNorm = 0.1257, lr_0 = 9.9546e-04
Validation prc-auc = 0.046928
Epoch 6615
Loss = 4.3371e-02, PNorm = 409.3566, GNorm = 0.7172, lr_0 = 9.9546e-04
Validation prc-auc = 0.049732
Epoch 6616
Loss = 2.1250e-02, PNorm = 409.3775, GNorm = 0.0798, lr_0 = 9.9546e-04
Validation prc-auc = 0.045686
Epoch 6617
Loss = 3.8134e-02, PNorm = 409.3929, GNorm = 0.3231, lr_0 = 9.9546e-04
Validation prc-auc = 0.051712
Epoch 6618
Loss = 6.0388e-03, PNorm = 409.4311, GNorm = 0.6144, lr_0 = 9.9546e-04
Validation prc-auc = 0.050785
Epoch 6619
Loss = 1.8549e-03, PNorm = 409.4671, GNorm = 0.0724, lr_0 = 9.9546e-04
Loss = 3.3645e-02, PNorm = 409.5036, GNorm = 0.9282, lr_0 = 9.9546e-04
Validation prc-auc = 0.054438
Epoch 6620
Loss = 2.0548e-02, PNorm = 409.5333, GNorm = 0.3890, lr_0 = 9.9546e-04
Validation prc-auc = 0.054418
Epoch 6621
Loss = 3.1941e-02, PNorm = 409.5576, GNorm = 0.9850, lr_0 = 9.9546e-04
Validation prc-auc = 0.050164
Epoch 6622
Loss = 4.7399e-02, PNorm = 409.5819, GNorm = 0.1390, lr_0 = 9.9546e-04
Validation prc-auc = 0.052146
Epoch 6623
Loss = 2.9766e-02, PNorm = 409.6054, GNorm = 3.3182, lr_0 = 9.9545e-04
Validation prc-auc = 0.051956
Epoch 6624
Loss = 2.3851e-02, PNorm = 409.6285, GNorm = 0.0880, lr_0 = 9.9545e-04
Validation prc-auc = 0.048120
Epoch 6625
Loss = 3.3676e-02, PNorm = 409.6495, GNorm = 0.7907, lr_0 = 9.9545e-04
Validation prc-auc = 0.048661
Epoch 6626
Loss = 2.5867e-02, PNorm = 409.6701, GNorm = 2.7679, lr_0 = 9.9545e-04
Validation prc-auc = 0.045000
Epoch 6627
Loss = 2.7489e-02, PNorm = 409.6893, GNorm = 1.0873, lr_0 = 9.9545e-04
Validation prc-auc = 0.047786
Epoch 6628
Loss = 5.9404e-03, PNorm = 409.7117, GNorm = 0.2181, lr_0 = 9.9545e-04
Validation prc-auc = 0.050258
Epoch 6629
Loss = 1.4069e-01, PNorm = 409.7459, GNorm = 2.0261, lr_0 = 9.9545e-04
Loss = 4.6537e-02, PNorm = 409.7945, GNorm = 2.4733, lr_0 = 9.9545e-04
Validation prc-auc = 0.050260
Epoch 6630
Loss = 4.4557e-02, PNorm = 409.8484, GNorm = 3.0591, lr_0 = 9.9545e-04
Validation prc-auc = 0.046749
Epoch 6631
Loss = 3.5381e-02, PNorm = 409.8980, GNorm = 1.2921, lr_0 = 9.9545e-04
Validation prc-auc = 0.051681
Epoch 6632
Loss = 4.1114e-02, PNorm = 409.9406, GNorm = 0.5521, lr_0 = 9.9545e-04
Validation prc-auc = 0.052588
Epoch 6633
Loss = 3.4078e-02, PNorm = 409.9740, GNorm = 0.8390, lr_0 = 9.9545e-04
Validation prc-auc = 0.052550
Epoch 6634
Loss = 4.7739e-02, PNorm = 409.9942, GNorm = 0.9918, lr_0 = 9.9545e-04
Validation prc-auc = 0.058366
Epoch 6635
Loss = 1.4130e-02, PNorm = 410.0319, GNorm = 0.3305, lr_0 = 9.9545e-04
Validation prc-auc = 0.048928
Epoch 6636
Loss = 2.0541e-02, PNorm = 410.0746, GNorm = 1.7527, lr_0 = 9.9544e-04
Validation prc-auc = 0.042658
Epoch 6637
Loss = 1.5616e-02, PNorm = 410.1066, GNorm = 2.2119, lr_0 = 9.9544e-04
Validation prc-auc = 0.044427
Epoch 6638
Loss = 9.2619e-02, PNorm = 410.1328, GNorm = 0.4009, lr_0 = 9.9544e-04
Validation prc-auc = 0.047156
Epoch 6639
Loss = 1.8666e-02, PNorm = 410.1648, GNorm = 0.8129, lr_0 = 9.9544e-04
Loss = 5.6464e-02, PNorm = 410.2030, GNorm = 1.6865, lr_0 = 9.9544e-04
Validation prc-auc = 0.046721
Epoch 6640
Loss = 3.2126e-02, PNorm = 410.2406, GNorm = 2.2110, lr_0 = 9.9544e-04
Validation prc-auc = 0.052117
Epoch 6641
Loss = 1.4197e-02, PNorm = 410.2717, GNorm = 1.0681, lr_0 = 9.9544e-04
Validation prc-auc = 0.052056
Epoch 6642
Loss = 4.4148e-02, PNorm = 410.2961, GNorm = 1.3644, lr_0 = 9.9544e-04
Validation prc-auc = 0.047711
Epoch 6643
Loss = 2.3490e-02, PNorm = 410.3223, GNorm = 1.0875, lr_0 = 9.9544e-04
Validation prc-auc = 0.045782
Epoch 6644
Loss = 2.1538e-02, PNorm = 410.3458, GNorm = 0.0505, lr_0 = 9.9544e-04
Validation prc-auc = 0.054614
Epoch 6645
Loss = 1.7049e-02, PNorm = 410.3654, GNorm = 1.9429, lr_0 = 9.9544e-04
Validation prc-auc = 0.043866
Epoch 6646
Loss = 6.1501e-02, PNorm = 410.3913, GNorm = 0.1170, lr_0 = 9.9544e-04
Validation prc-auc = 0.046861
Epoch 6647
Loss = 2.2223e-02, PNorm = 410.4256, GNorm = 0.2247, lr_0 = 9.9544e-04
Validation prc-auc = 0.046074
Epoch 6648
Loss = 1.4168e-02, PNorm = 410.4624, GNorm = 0.3092, lr_0 = 9.9544e-04
Validation prc-auc = 0.044802
Epoch 6649
Loss = 5.0407e-03, PNorm = 410.4987, GNorm = 0.4962, lr_0 = 9.9544e-04
Loss = 2.2208e-02, PNorm = 410.5297, GNorm = 0.4321, lr_0 = 9.9543e-04
Validation prc-auc = 0.046212
Epoch 6650
Loss = 1.3474e-02, PNorm = 410.5503, GNorm = 0.9503, lr_0 = 9.9543e-04
Validation prc-auc = 0.057797
Epoch 6651
Loss = 2.5111e-02, PNorm = 410.5716, GNorm = 0.9301, lr_0 = 9.9543e-04
Validation prc-auc = 0.060052
Epoch 6652
Loss = 2.3341e-02, PNorm = 410.5933, GNorm = 0.2424, lr_0 = 9.9543e-04
Validation prc-auc = 0.065901
Epoch 6653
Loss = 4.1916e-02, PNorm = 410.6231, GNorm = 0.0691, lr_0 = 9.9543e-04
Validation prc-auc = 0.076774
Epoch 6654
Loss = 1.2209e-02, PNorm = 410.6538, GNorm = 0.5241, lr_0 = 9.9543e-04
Validation prc-auc = 0.076632
Epoch 6655
Loss = 6.3056e-02, PNorm = 410.6795, GNorm = 0.1946, lr_0 = 9.9543e-04
Validation prc-auc = 0.069013
Epoch 6656
Loss = 1.7525e-02, PNorm = 410.7121, GNorm = 1.0494, lr_0 = 9.9543e-04
Validation prc-auc = 0.070871
Epoch 6657
Loss = 1.8896e-02, PNorm = 410.7427, GNorm = 0.3096, lr_0 = 9.9543e-04
Validation prc-auc = 0.054966
Epoch 6658
Loss = 1.3672e-02, PNorm = 410.7724, GNorm = 0.6082, lr_0 = 9.9543e-04
Validation prc-auc = 0.072041
Epoch 6659
Loss = 5.3792e-02, PNorm = 410.8024, GNorm = 2.1834, lr_0 = 9.9543e-04
Loss = 8.8859e-02, PNorm = 410.8401, GNorm = 2.3638, lr_0 = 9.9543e-04
Validation prc-auc = 0.046908
Epoch 6660
Loss = 1.9866e-02, PNorm = 410.8786, GNorm = 0.2249, lr_0 = 9.9543e-04
Validation prc-auc = 0.035821
Epoch 6661
Loss = 3.2563e-02, PNorm = 410.9046, GNorm = 0.1114, lr_0 = 9.9543e-04
Validation prc-auc = 0.041341
Epoch 6662
Loss = 5.3971e-02, PNorm = 410.9241, GNorm = 0.0959, lr_0 = 9.9542e-04
Validation prc-auc = 0.045271
Epoch 6663
Loss = 2.6355e-02, PNorm = 410.9476, GNorm = 0.7264, lr_0 = 9.9542e-04
Validation prc-auc = 0.044390
Epoch 6664
Loss = 6.0377e-02, PNorm = 410.9740, GNorm = 0.7809, lr_0 = 9.9542e-04
Validation prc-auc = 0.044318
Epoch 6665
Loss = 3.1653e-02, PNorm = 411.0057, GNorm = 0.1457, lr_0 = 9.9542e-04
Validation prc-auc = 0.044771
Epoch 6666
Loss = 2.5413e-02, PNorm = 411.0265, GNorm = 0.4875, lr_0 = 9.9542e-04
Validation prc-auc = 0.047327
Epoch 6667
Loss = 5.2374e-02, PNorm = 411.0404, GNorm = 1.9191, lr_0 = 9.9542e-04
Validation prc-auc = 0.042167
Epoch 6668
Loss = 6.3123e-03, PNorm = 411.0549, GNorm = 0.2917, lr_0 = 9.9542e-04
Validation prc-auc = 0.049977
Epoch 6669
Loss = 4.5997e-03, PNorm = 411.0776, GNorm = 0.2298, lr_0 = 9.9542e-04
Loss = 2.1501e-02, PNorm = 411.1104, GNorm = 2.0005, lr_0 = 9.9542e-04
Validation prc-auc = 0.051652
Epoch 6670
Loss = 4.7270e-02, PNorm = 411.1436, GNorm = 0.0781, lr_0 = 9.9542e-04
Validation prc-auc = 0.054524
Epoch 6671
Loss = 3.7173e-02, PNorm = 411.1779, GNorm = 2.1265, lr_0 = 9.9542e-04
Validation prc-auc = 0.050687
Epoch 6672
Loss = 2.6277e-02, PNorm = 411.2088, GNorm = 0.9654, lr_0 = 9.9542e-04
Validation prc-auc = 0.066388
Epoch 6673
Loss = 1.5583e-02, PNorm = 411.2358, GNorm = 0.4175, lr_0 = 9.9542e-04
Validation prc-auc = 0.071359
Epoch 6674
Loss = 8.6932e-02, PNorm = 411.2667, GNorm = 1.0923, lr_0 = 9.9542e-04
Validation prc-auc = 0.044083
Epoch 6675
Loss = 1.8912e-02, PNorm = 411.2994, GNorm = 0.2804, lr_0 = 9.9542e-04
Validation prc-auc = 0.044681
Epoch 6676
Loss = 8.4121e-02, PNorm = 411.3253, GNorm = 2.6401, lr_0 = 9.9541e-04
Validation prc-auc = 0.041148
Epoch 6677
Loss = 2.0513e-02, PNorm = 411.3539, GNorm = 0.3557, lr_0 = 9.9541e-04
Validation prc-auc = 0.039499
Epoch 6678
Loss = 5.0700e-03, PNorm = 411.3793, GNorm = 0.1007, lr_0 = 9.9541e-04
Validation prc-auc = 0.042491
Epoch 6679
Loss = 4.9446e-03, PNorm = 411.3980, GNorm = 0.1906, lr_0 = 9.9541e-04
Loss = 2.3413e-02, PNorm = 411.4155, GNorm = 0.0722, lr_0 = 9.9541e-04
Validation prc-auc = 0.047728
Epoch 6680
Loss = 2.3869e-02, PNorm = 411.4348, GNorm = 0.4345, lr_0 = 9.9541e-04
Validation prc-auc = 0.035622
Epoch 6681
Loss = 4.0152e-02, PNorm = 411.4543, GNorm = 2.6788, lr_0 = 9.9541e-04
Validation prc-auc = 0.055520
Epoch 6682
Loss = 2.1663e-02, PNorm = 411.4872, GNorm = 0.0805, lr_0 = 9.9541e-04
Validation prc-auc = 0.057828
Epoch 6683
Loss = 1.3175e-02, PNorm = 411.5144, GNorm = 0.7180, lr_0 = 9.9541e-04
Validation prc-auc = 0.063634
Epoch 6684
Loss = 1.5664e-02, PNorm = 411.5430, GNorm = 1.0094, lr_0 = 9.9541e-04
Validation prc-auc = 0.070273
Epoch 6685
Loss = 2.1333e-03, PNorm = 411.5665, GNorm = 0.0218, lr_0 = 9.9541e-04
Validation prc-auc = 0.069073
Epoch 6686
Loss = 3.3677e-02, PNorm = 411.5837, GNorm = 1.3104, lr_0 = 9.9541e-04
Validation prc-auc = 0.066183
Epoch 6687
Loss = 2.7420e-02, PNorm = 411.6076, GNorm = 2.1326, lr_0 = 9.9541e-04
Validation prc-auc = 0.067837
Epoch 6688
Loss = 8.1264e-03, PNorm = 411.6340, GNorm = 0.6907, lr_0 = 9.9541e-04
Validation prc-auc = 0.068242
Epoch 6689
Loss = 1.3682e-01, PNorm = 411.6637, GNorm = 1.6358, lr_0 = 9.9541e-04
Loss = 4.0764e-02, PNorm = 411.6982, GNorm = 2.2990, lr_0 = 9.9540e-04
Validation prc-auc = 0.058626
Epoch 6690
Loss = 3.6894e-02, PNorm = 411.7329, GNorm = 1.2763, lr_0 = 9.9540e-04
Validation prc-auc = 0.059145
Epoch 6691
Loss = 2.1181e-02, PNorm = 411.7614, GNorm = 0.0909, lr_0 = 9.9540e-04
Validation prc-auc = 0.058616
Epoch 6692
Loss = 2.4639e-02, PNorm = 411.7885, GNorm = 0.2571, lr_0 = 9.9540e-04
Validation prc-auc = 0.058967
Epoch 6693
Loss = 2.2429e-02, PNorm = 411.8156, GNorm = 0.4035, lr_0 = 9.9540e-04
Validation prc-auc = 0.070089
Epoch 6694
Loss = 1.6820e-02, PNorm = 411.8418, GNorm = 0.8217, lr_0 = 9.9540e-04
Validation prc-auc = 0.072708
Epoch 6695
Loss = 1.0367e-02, PNorm = 411.8649, GNorm = 0.0648, lr_0 = 9.9540e-04
Validation prc-auc = 0.070317
Epoch 6696
Loss = 4.3250e-02, PNorm = 411.8940, GNorm = 2.3088, lr_0 = 9.9540e-04
Validation prc-auc = 0.065946
Epoch 6697
Loss = 7.2021e-03, PNorm = 411.9236, GNorm = 0.6903, lr_0 = 9.9540e-04
Validation prc-auc = 0.067126
Epoch 6698
Loss = 2.0843e-02, PNorm = 411.9525, GNorm = 0.2568, lr_0 = 9.9540e-04
Validation prc-auc = 0.068088
Epoch 6699
Loss = 1.1613e-03, PNorm = 411.9785, GNorm = 0.1498, lr_0 = 9.9540e-04
Loss = 6.5618e-02, PNorm = 412.0135, GNorm = 0.5988, lr_0 = 9.9540e-04
Validation prc-auc = 0.051780
Epoch 6700
Loss = 2.4362e-02, PNorm = 412.0513, GNorm = 0.9305, lr_0 = 9.9540e-04
Validation prc-auc = 0.050811
Epoch 6701
Loss = 1.8749e-02, PNorm = 412.0772, GNorm = 1.1183, lr_0 = 9.9540e-04
Validation prc-auc = 0.055091
Epoch 6702
Loss = 3.1264e-02, PNorm = 412.1021, GNorm = 0.4899, lr_0 = 9.9539e-04
Validation prc-auc = 0.048531
Epoch 6703
Loss = 2.1162e-02, PNorm = 412.1206, GNorm = 1.5610, lr_0 = 9.9539e-04
Validation prc-auc = 0.051526
Epoch 6704
Loss = 3.1955e-02, PNorm = 412.1438, GNorm = 0.3574, lr_0 = 9.9539e-04
Validation prc-auc = 0.058029
Epoch 6705
Loss = 3.3427e-02, PNorm = 412.1708, GNorm = 1.3040, lr_0 = 9.9539e-04
Validation prc-auc = 0.060987
Epoch 6706
Loss = 1.0794e-02, PNorm = 412.1944, GNorm = 0.2068, lr_0 = 9.9539e-04
Validation prc-auc = 0.059353
Epoch 6707
Loss = 7.0607e-03, PNorm = 412.2180, GNorm = 0.4250, lr_0 = 9.9539e-04
Validation prc-auc = 0.058229
Epoch 6708
Loss = 2.0308e-02, PNorm = 412.2449, GNorm = 1.5794, lr_0 = 9.9539e-04
Validation prc-auc = 0.049850
Epoch 6709
Loss = 2.1374e-03, PNorm = 412.2727, GNorm = 0.0974, lr_0 = 9.9539e-04
Loss = 2.1622e-02, PNorm = 412.2958, GNorm = 0.1354, lr_0 = 9.9539e-04
Validation prc-auc = 0.050468
Epoch 6710
Loss = 8.6067e-02, PNorm = 412.3190, GNorm = 1.4079, lr_0 = 9.9539e-04
Validation prc-auc = 0.043531
Epoch 6711
Loss = 1.5014e-02, PNorm = 412.3494, GNorm = 0.2205, lr_0 = 9.9539e-04
Validation prc-auc = 0.043069
Epoch 6712
Loss = 2.3342e-02, PNorm = 412.3737, GNorm = 1.0413, lr_0 = 9.9539e-04
Validation prc-auc = 0.045430
Epoch 6713
Loss = 4.0854e-02, PNorm = 412.3938, GNorm = 0.5214, lr_0 = 9.9539e-04
Validation prc-auc = 0.046410
Epoch 6714
Loss = 2.5387e-02, PNorm = 412.4195, GNorm = 0.7887, lr_0 = 9.9539e-04
Validation prc-auc = 0.045928
Epoch 6715
Loss = 4.6209e-02, PNorm = 412.4483, GNorm = 1.1070, lr_0 = 9.9539e-04
Validation prc-auc = 0.048095
Epoch 6716
Loss = 3.4516e-02, PNorm = 412.4757, GNorm = 0.2581, lr_0 = 9.9538e-04
Validation prc-auc = 0.049102
Epoch 6717
Loss = 2.9077e-02, PNorm = 412.5039, GNorm = 0.0418, lr_0 = 9.9538e-04
Validation prc-auc = 0.048781
Epoch 6718
Loss = 4.8955e-02, PNorm = 412.5294, GNorm = 0.1198, lr_0 = 9.9538e-04
Validation prc-auc = 0.045934
Epoch 6719
Loss = 6.0244e-03, PNorm = 412.5551, GNorm = 0.2967, lr_0 = 9.9538e-04
Loss = 1.6251e-02, PNorm = 412.5786, GNorm = 0.2351, lr_0 = 9.9538e-04
Validation prc-auc = 0.051718
Epoch 6720
Loss = 4.1045e-02, PNorm = 412.6027, GNorm = 2.3042, lr_0 = 9.9538e-04
Validation prc-auc = 0.053937
Epoch 6721
Loss = 4.0796e-02, PNorm = 412.6384, GNorm = 0.2534, lr_0 = 9.9538e-04
Validation prc-auc = 0.052897
Epoch 6722
Loss = 3.5981e-02, PNorm = 412.6730, GNorm = 0.0826, lr_0 = 9.9538e-04
Validation prc-auc = 0.053691
Epoch 6723
Loss = 1.3210e-02, PNorm = 412.7036, GNorm = 0.1643, lr_0 = 9.9538e-04
Validation prc-auc = 0.051009
Epoch 6724
Loss = 2.6825e-02, PNorm = 412.7311, GNorm = 1.7355, lr_0 = 9.9538e-04
Validation prc-auc = 0.047586
Epoch 6725
Loss = 2.8629e-02, PNorm = 412.7587, GNorm = 0.4695, lr_0 = 9.9538e-04
Validation prc-auc = 0.043204
Epoch 6726
Loss = 5.4249e-02, PNorm = 412.7833, GNorm = 2.0464, lr_0 = 9.9538e-04
Validation prc-auc = 0.051542
Epoch 6727
Loss = 2.5992e-02, PNorm = 412.8148, GNorm = 3.6000, lr_0 = 9.9538e-04
Validation prc-auc = 0.051971
Epoch 6728
Loss = 2.6270e-02, PNorm = 412.8527, GNorm = 1.5677, lr_0 = 9.9538e-04
Validation prc-auc = 0.047587
Epoch 6729
Loss = 7.1356e-03, PNorm = 412.8894, GNorm = 0.5571, lr_0 = 9.9537e-04
Loss = 3.8278e-02, PNorm = 412.9187, GNorm = 1.3573, lr_0 = 9.9537e-04
Validation prc-auc = 0.047318
Epoch 6730
Loss = 4.2743e-02, PNorm = 412.9470, GNorm = 0.5034, lr_0 = 9.9537e-04
Validation prc-auc = 0.046248
Epoch 6731
Loss = 2.4066e-02, PNorm = 412.9754, GNorm = 0.9441, lr_0 = 9.9537e-04
Validation prc-auc = 0.053167
Epoch 6732
Loss = 2.1647e-02, PNorm = 413.0069, GNorm = 1.4993, lr_0 = 9.9537e-04
Validation prc-auc = 0.049649
Epoch 6733
Loss = 2.5901e-02, PNorm = 413.0361, GNorm = 0.9165, lr_0 = 9.9537e-04
Validation prc-auc = 0.048822
Epoch 6734
Loss = 3.0700e-02, PNorm = 413.0625, GNorm = 1.1735, lr_0 = 9.9537e-04
Validation prc-auc = 0.048916
Epoch 6735
Loss = 7.0804e-03, PNorm = 413.0866, GNorm = 0.1086, lr_0 = 9.9537e-04
Validation prc-auc = 0.047238
Epoch 6736
Loss = 2.2404e-02, PNorm = 413.1120, GNorm = 1.0879, lr_0 = 9.9537e-04
Validation prc-auc = 0.047451
Epoch 6737
Loss = 1.9772e-03, PNorm = 413.1388, GNorm = 0.0150, lr_0 = 9.9537e-04
Validation prc-auc = 0.044885
Epoch 6738
Loss = 4.5226e-02, PNorm = 413.1578, GNorm = 0.1937, lr_0 = 9.9537e-04
Validation prc-auc = 0.043111
Epoch 6739
Loss = 1.6648e-02, PNorm = 413.1861, GNorm = 1.0639, lr_0 = 9.9537e-04
Loss = 1.4038e-02, PNorm = 413.2126, GNorm = 0.8363, lr_0 = 9.9537e-04
Validation prc-auc = 0.043666
Epoch 6740
Loss = 1.1771e-02, PNorm = 413.2330, GNorm = 1.6696, lr_0 = 9.9537e-04
Validation prc-auc = 0.048985
Epoch 6741
Loss = 1.2838e-02, PNorm = 413.2488, GNorm = 0.0265, lr_0 = 9.9537e-04
Validation prc-auc = 0.054327
Epoch 6742
Loss = 4.8927e-02, PNorm = 413.2695, GNorm = 0.3700, lr_0 = 9.9536e-04
Validation prc-auc = 0.047480
Epoch 6743
Loss = 7.3664e-02, PNorm = 413.2942, GNorm = 1.8999, lr_0 = 9.9536e-04
Validation prc-auc = 0.028833
Epoch 6744
Loss = 2.6009e-02, PNorm = 413.3194, GNorm = 3.2266, lr_0 = 9.9536e-04
Validation prc-auc = 0.027865
Epoch 6745
Loss = 1.4073e-02, PNorm = 413.3603, GNorm = 0.1837, lr_0 = 9.9536e-04
Validation prc-auc = 0.050712
Epoch 6746
Loss = 5.9407e-02, PNorm = 413.3873, GNorm = 2.0028, lr_0 = 9.9536e-04
Validation prc-auc = 0.042869
Epoch 6747
Loss = 2.3949e-02, PNorm = 413.4160, GNorm = 0.9898, lr_0 = 9.9536e-04
Validation prc-auc = 0.037980
Epoch 6748
Loss = 7.2573e-03, PNorm = 413.4488, GNorm = 0.1292, lr_0 = 9.9536e-04
Validation prc-auc = 0.038243
Epoch 6749
Loss = 1.1401e-02, PNorm = 413.4777, GNorm = 0.3914, lr_0 = 9.9536e-04
Loss = 5.3960e-02, PNorm = 413.4995, GNorm = 1.3562, lr_0 = 9.9536e-04
Validation prc-auc = 0.032799
Epoch 6750
Loss = 3.7180e-02, PNorm = 413.5265, GNorm = 0.7388, lr_0 = 9.9536e-04
Validation prc-auc = 0.039302
Epoch 6751
Loss = 4.6755e-02, PNorm = 413.5550, GNorm = 0.5560, lr_0 = 9.9536e-04
Validation prc-auc = 0.049782
Epoch 6752
Loss = 4.9144e-02, PNorm = 413.5867, GNorm = 2.5321, lr_0 = 9.9536e-04
Validation prc-auc = 0.051953
Epoch 6753
Loss = 2.1097e-02, PNorm = 413.6233, GNorm = 0.0563, lr_0 = 9.9536e-04
Validation prc-auc = 0.048789
Epoch 6754
Loss = 2.8534e-02, PNorm = 413.6560, GNorm = 1.3773, lr_0 = 9.9536e-04
Validation prc-auc = 0.047343
Epoch 6755
Loss = 4.1117e-02, PNorm = 413.6863, GNorm = 1.7224, lr_0 = 9.9536e-04
Validation prc-auc = 0.047451
Epoch 6756
Loss = 2.6793e-02, PNorm = 413.7277, GNorm = 1.7171, lr_0 = 9.9535e-04
Validation prc-auc = 0.043256
Epoch 6757
Loss = 3.5711e-02, PNorm = 413.7720, GNorm = 2.3531, lr_0 = 9.9535e-04
Validation prc-auc = 0.046004
Epoch 6758
Loss = 4.8427e-02, PNorm = 413.8128, GNorm = 1.4956, lr_0 = 9.9535e-04
Validation prc-auc = 0.051544
Epoch 6759
Loss = 1.9524e-01, PNorm = 413.8472, GNorm = 2.6420, lr_0 = 9.9535e-04
Loss = 4.1849e-02, PNorm = 413.8805, GNorm = 1.6937, lr_0 = 9.9535e-04
Validation prc-auc = 0.043705
Epoch 6760
Loss = 6.6459e-02, PNorm = 413.9179, GNorm = 2.4733, lr_0 = 9.9535e-04
Validation prc-auc = 0.036000
Epoch 6761
Loss = 3.2382e-02, PNorm = 413.9599, GNorm = 0.3959, lr_0 = 9.9535e-04
Validation prc-auc = 0.037984
Epoch 6762
Loss = 2.5415e-02, PNorm = 413.9986, GNorm = 1.4617, lr_0 = 9.9535e-04
Validation prc-auc = 0.047726
Epoch 6763
Loss = 3.8931e-02, PNorm = 414.0321, GNorm = 0.8235, lr_0 = 9.9535e-04
Validation prc-auc = 0.048985
Epoch 6764
Loss = 1.4501e-02, PNorm = 414.0641, GNorm = 1.0018, lr_0 = 9.9535e-04
Validation prc-auc = 0.053975
Epoch 6765
Loss = 1.5612e-02, PNorm = 414.0851, GNorm = 0.5755, lr_0 = 9.9535e-04
Validation prc-auc = 0.054700
Epoch 6766
Loss = 1.5291e-01, PNorm = 414.1020, GNorm = 1.5133, lr_0 = 9.9535e-04
Validation prc-auc = 0.054444
Epoch 6767
Loss = 1.8638e-02, PNorm = 414.1327, GNorm = 0.1516, lr_0 = 9.9535e-04
Validation prc-auc = 0.052007
Epoch 6768
Loss = 4.3294e-02, PNorm = 414.1696, GNorm = 1.3709, lr_0 = 9.9535e-04
Validation prc-auc = 0.048369
Epoch 6769
Loss = 5.1127e-03, PNorm = 414.2084, GNorm = 0.1697, lr_0 = 9.9534e-04
Loss = 3.1606e-02, PNorm = 414.2410, GNorm = 1.4661, lr_0 = 9.9534e-04
Validation prc-auc = 0.053008
Epoch 6770
Loss = 3.7347e-02, PNorm = 414.2721, GNorm = 0.9812, lr_0 = 9.9534e-04
Validation prc-auc = 0.060966
Epoch 6771
Loss = 3.3232e-02, PNorm = 414.3144, GNorm = 1.7091, lr_0 = 9.9534e-04
Validation prc-auc = 0.051870
Epoch 6772
Loss = 3.5039e-02, PNorm = 414.3561, GNorm = 0.1819, lr_0 = 9.9534e-04
Validation prc-auc = 0.048156
Epoch 6773
Loss = 2.7456e-02, PNorm = 414.3877, GNorm = 1.8362, lr_0 = 9.9534e-04
Validation prc-auc = 0.060402
Epoch 6774
Loss = 1.3565e-02, PNorm = 414.4095, GNorm = 1.0761, lr_0 = 9.9534e-04
Validation prc-auc = 0.071174
Epoch 6775
Loss = 2.3692e-02, PNorm = 414.4339, GNorm = 0.3562, lr_0 = 9.9534e-04
Validation prc-auc = 0.072647
Epoch 6776
Loss = 1.9178e-02, PNorm = 414.4557, GNorm = 0.9448, lr_0 = 9.9534e-04
Validation prc-auc = 0.069716
Epoch 6777
Loss = 4.6532e-02, PNorm = 414.4772, GNorm = 0.1793, lr_0 = 9.9534e-04
Validation prc-auc = 0.063941
Epoch 6778
Loss = 6.9203e-02, PNorm = 414.4954, GNorm = 2.5750, lr_0 = 9.9534e-04
Validation prc-auc = 0.060481
Epoch 6779
Loss = 9.1787e-02, PNorm = 414.5173, GNorm = 1.9532, lr_0 = 9.9534e-04
Loss = 1.7393e-02, PNorm = 414.5412, GNorm = 0.1915, lr_0 = 9.9534e-04
Validation prc-auc = 0.054675
Epoch 6780
Loss = 2.9711e-02, PNorm = 414.5619, GNorm = 0.1099, lr_0 = 9.9534e-04
Validation prc-auc = 0.058572
Epoch 6781
Loss = 4.9592e-02, PNorm = 414.5831, GNorm = 0.7476, lr_0 = 9.9534e-04
Validation prc-auc = 0.054485
Epoch 6782
Loss = 1.6114e-02, PNorm = 414.6118, GNorm = 0.1051, lr_0 = 9.9533e-04
Validation prc-auc = 0.054323
Epoch 6783
Loss = 5.1095e-02, PNorm = 414.6363, GNorm = 1.1749, lr_0 = 9.9533e-04
Validation prc-auc = 0.053533
Epoch 6784
Loss = 1.3576e-02, PNorm = 414.6615, GNorm = 0.9099, lr_0 = 9.9533e-04
Validation prc-auc = 0.053558
Epoch 6785
Loss = 4.4185e-02, PNorm = 414.6867, GNorm = 0.3529, lr_0 = 9.9533e-04
Validation prc-auc = 0.047359
Epoch 6786
Loss = 1.1761e-02, PNorm = 414.7100, GNorm = 1.0815, lr_0 = 9.9533e-04
Validation prc-auc = 0.052355
Epoch 6787
Loss = 3.4333e-02, PNorm = 414.7374, GNorm = 0.6158, lr_0 = 9.9533e-04
Validation prc-auc = 0.046482
Epoch 6788
Loss = 5.3776e-02, PNorm = 414.7675, GNorm = 1.8063, lr_0 = 9.9533e-04
Validation prc-auc = 0.050779
Epoch 6789
Loss = 7.9250e-03, PNorm = 414.7934, GNorm = 0.2738, lr_0 = 9.9533e-04
Loss = 1.8619e-02, PNorm = 414.8162, GNorm = 1.2338, lr_0 = 9.9533e-04
Validation prc-auc = 0.050814
Epoch 6790
Loss = 3.0297e-02, PNorm = 414.8427, GNorm = 0.6745, lr_0 = 9.9533e-04
Validation prc-auc = 0.052908
Epoch 6791
Loss = 1.2702e-02, PNorm = 414.8699, GNorm = 0.2872, lr_0 = 9.9533e-04
Validation prc-auc = 0.057233
Epoch 6792
Loss = 7.5794e-02, PNorm = 414.8915, GNorm = 1.3372, lr_0 = 9.9533e-04
Validation prc-auc = 0.047296
Epoch 6793
Loss = 4.8075e-02, PNorm = 414.9204, GNorm = 1.4946, lr_0 = 9.9533e-04
Validation prc-auc = 0.048991
Epoch 6794
Loss = 7.8561e-03, PNorm = 414.9588, GNorm = 1.2549, lr_0 = 9.9533e-04
Validation prc-auc = 0.060694
Epoch 6795
Loss = 3.1486e-03, PNorm = 414.9844, GNorm = 0.7454, lr_0 = 9.9532e-04
Validation prc-auc = 0.072653
Epoch 6796
Loss = 3.5166e-03, PNorm = 415.0027, GNorm = 0.6834, lr_0 = 9.9532e-04
Validation prc-auc = 0.061434
Epoch 6797
Loss = 2.2018e-02, PNorm = 415.0218, GNorm = 0.1163, lr_0 = 9.9532e-04
Validation prc-auc = 0.065901
Epoch 6798
Loss = 6.0222e-03, PNorm = 415.0456, GNorm = 0.0251, lr_0 = 9.9532e-04
Validation prc-auc = 0.059816
Epoch 6799
Loss = 3.7859e-02, PNorm = 415.0663, GNorm = 2.5562, lr_0 = 9.9532e-04
Loss = 3.8657e-02, PNorm = 415.0934, GNorm = 0.1716, lr_0 = 9.9532e-04
Validation prc-auc = 0.042498
Epoch 6800
Loss = 5.0353e-02, PNorm = 415.1288, GNorm = 1.3707, lr_0 = 9.9532e-04
Validation prc-auc = 0.026987
Epoch 6801
Loss = 3.8198e-02, PNorm = 415.1675, GNorm = 3.2244, lr_0 = 9.9532e-04
Validation prc-auc = 0.029844
Epoch 6802
Loss = 4.5968e-02, PNorm = 415.2001, GNorm = 6.6038, lr_0 = 9.9532e-04
Validation prc-auc = 0.044998
Epoch 6803
Loss = 5.6818e-02, PNorm = 415.2332, GNorm = 1.7821, lr_0 = 9.9532e-04
Validation prc-auc = 0.047772
Epoch 6804
Loss = 2.8123e-02, PNorm = 415.2734, GNorm = 0.8834, lr_0 = 9.9532e-04
Validation prc-auc = 0.046048
Epoch 6805
Loss = 1.4344e-02, PNorm = 415.3073, GNorm = 0.4290, lr_0 = 9.9532e-04
Validation prc-auc = 0.049512
Epoch 6806
Loss = 4.1616e-02, PNorm = 415.3353, GNorm = 0.1454, lr_0 = 9.9532e-04
Validation prc-auc = 0.055677
Epoch 6807
Loss = 3.0355e-03, PNorm = 415.3586, GNorm = 0.0672, lr_0 = 9.9532e-04
Validation prc-auc = 0.057761
Epoch 6808
Loss = 4.3979e-02, PNorm = 415.3794, GNorm = 1.9378, lr_0 = 9.9532e-04
Validation prc-auc = 0.057254
Epoch 6809
Loss = 2.5853e-03, PNorm = 415.4043, GNorm = 0.1077, lr_0 = 9.9531e-04
Loss = 7.2519e-02, PNorm = 415.4373, GNorm = 4.8333, lr_0 = 9.9531e-04
Validation prc-auc = 0.046053
Epoch 6810
Loss = 2.7739e-02, PNorm = 415.4734, GNorm = 0.7337, lr_0 = 9.9531e-04
Validation prc-auc = 0.045330
Epoch 6811
Loss = 5.9107e-02, PNorm = 415.5084, GNorm = 2.4915, lr_0 = 9.9531e-04
Validation prc-auc = 0.052357
Epoch 6812
Loss = 5.3284e-02, PNorm = 415.5487, GNorm = 2.6230, lr_0 = 9.9531e-04
Validation prc-auc = 0.047662
Epoch 6813
Loss = 3.1802e-02, PNorm = 415.5883, GNorm = 0.5169, lr_0 = 9.9531e-04
Validation prc-auc = 0.046156
Epoch 6814
Loss = 2.0045e-02, PNorm = 415.6161, GNorm = 0.4281, lr_0 = 9.9531e-04
Validation prc-auc = 0.058753
Epoch 6815
Loss = 1.3032e-02, PNorm = 415.6429, GNorm = 0.0322, lr_0 = 9.9531e-04
Validation prc-auc = 0.062576
Epoch 6816
Loss = 7.7702e-03, PNorm = 415.6716, GNorm = 0.9863, lr_0 = 9.9531e-04
Validation prc-auc = 0.057238
Epoch 6817
Loss = 1.5406e-02, PNorm = 415.6974, GNorm = 0.2841, lr_0 = 9.9531e-04
Validation prc-auc = 0.054621
Epoch 6818
Loss = 6.5241e-03, PNorm = 415.7235, GNorm = 0.2965, lr_0 = 9.9531e-04
Validation prc-auc = 0.054113
Epoch 6819
Loss = 3.2036e-03, PNorm = 415.7575, GNorm = 0.1250, lr_0 = 9.9531e-04
Loss = 3.4366e-02, PNorm = 415.7902, GNorm = 4.1174, lr_0 = 9.9531e-04
Validation prc-auc = 0.050145
Epoch 6820
Loss = 4.4177e-02, PNorm = 415.8281, GNorm = 3.3562, lr_0 = 9.9531e-04
Validation prc-auc = 0.053569
Epoch 6821
Loss = 2.8344e-02, PNorm = 415.8687, GNorm = 1.7264, lr_0 = 9.9531e-04
Validation prc-auc = 0.057829
Epoch 6822
Loss = 3.8485e-02, PNorm = 415.9021, GNorm = 1.5517, lr_0 = 9.9530e-04
Validation prc-auc = 0.063174
Epoch 6823
Loss = 1.4650e-02, PNorm = 415.9340, GNorm = 0.0762, lr_0 = 9.9530e-04
Validation prc-auc = 0.061246
Epoch 6824
Loss = 5.8514e-02, PNorm = 415.9615, GNorm = 1.6123, lr_0 = 9.9530e-04
Validation prc-auc = 0.058523
Epoch 6825
Loss = 1.2769e-02, PNorm = 415.9949, GNorm = 0.2340, lr_0 = 9.9530e-04
Validation prc-auc = 0.051932
Epoch 6826
Loss = 1.8234e-02, PNorm = 416.0286, GNorm = 0.6220, lr_0 = 9.9530e-04
Validation prc-auc = 0.051960
Epoch 6827
Loss = 3.6128e-02, PNorm = 416.0563, GNorm = 1.1008, lr_0 = 9.9530e-04
Validation prc-auc = 0.053123
Epoch 6828
Loss = 1.3642e-02, PNorm = 416.0817, GNorm = 0.4707, lr_0 = 9.9530e-04
Validation prc-auc = 0.062535
Epoch 6829
Loss = 5.6055e-03, PNorm = 416.1031, GNorm = 0.2427, lr_0 = 9.9530e-04
Loss = 4.8658e-02, PNorm = 416.1210, GNorm = 0.1193, lr_0 = 9.9530e-04
Validation prc-auc = 0.051166
Epoch 6830
Loss = 5.6384e-02, PNorm = 416.1424, GNorm = 1.3940, lr_0 = 9.9530e-04
Validation prc-auc = 0.044101
Epoch 6831
Loss = 1.8906e-02, PNorm = 416.1704, GNorm = 0.0986, lr_0 = 9.9530e-04
Validation prc-auc = 0.050509
Epoch 6832
Loss = 3.3422e-02, PNorm = 416.1926, GNorm = 0.7332, lr_0 = 9.9530e-04
Validation prc-auc = 0.048035
Epoch 6833
Loss = 3.0045e-02, PNorm = 416.2296, GNorm = 1.4832, lr_0 = 9.9530e-04
Validation prc-auc = 0.046781
Epoch 6834
Loss = 9.2460e-03, PNorm = 416.2613, GNorm = 0.3956, lr_0 = 9.9530e-04
Validation prc-auc = 0.057720
Epoch 6835
Loss = 3.8547e-02, PNorm = 416.2920, GNorm = 0.0905, lr_0 = 9.9529e-04
Validation prc-auc = 0.053090
Epoch 6836
Loss = 1.8647e-02, PNorm = 416.3168, GNorm = 1.8003, lr_0 = 9.9529e-04
Validation prc-auc = 0.052391
Epoch 6837
Loss = 1.7513e-02, PNorm = 416.3359, GNorm = 1.2960, lr_0 = 9.9529e-04
Validation prc-auc = 0.063223
Epoch 6838
Loss = 2.8243e-03, PNorm = 416.3595, GNorm = 0.0368, lr_0 = 9.9529e-04
Validation prc-auc = 0.056964
Epoch 6839
Loss = 5.8627e-02, PNorm = 416.3887, GNorm = 1.8147, lr_0 = 9.9529e-04
Loss = 1.4627e-02, PNorm = 416.4194, GNorm = 0.4688, lr_0 = 9.9529e-04
Validation prc-auc = 0.049407
Epoch 6840
Loss = 2.5438e-02, PNorm = 416.4441, GNorm = 0.3741, lr_0 = 9.9529e-04
Validation prc-auc = 0.060154
Epoch 6841
Loss = 2.0214e-02, PNorm = 416.4699, GNorm = 0.1245, lr_0 = 9.9529e-04
Validation prc-auc = 0.071370
Epoch 6842
Loss = 5.0094e-02, PNorm = 416.5015, GNorm = 0.2592, lr_0 = 9.9529e-04
Validation prc-auc = 0.053576
Epoch 6843
Loss = 4.3884e-02, PNorm = 416.5334, GNorm = 0.2754, lr_0 = 9.9529e-04
Validation prc-auc = 0.054814
Epoch 6844
Loss = 2.0690e-02, PNorm = 416.5680, GNorm = 1.8582, lr_0 = 9.9529e-04
Validation prc-auc = 0.055708
Epoch 6845
Loss = 7.9113e-02, PNorm = 416.6103, GNorm = 5.8873, lr_0 = 9.9529e-04
Validation prc-auc = 0.053189
Epoch 6846
Loss = 4.5184e-02, PNorm = 416.6543, GNorm = 0.3170, lr_0 = 9.9529e-04
Validation prc-auc = 0.049242
Epoch 6847
Loss = 1.7920e-02, PNorm = 416.6922, GNorm = 0.8327, lr_0 = 9.9529e-04
Validation prc-auc = 0.046951
Epoch 6848
Loss = 1.7719e-02, PNorm = 416.7174, GNorm = 0.9069, lr_0 = 9.9529e-04
Validation prc-auc = 0.050183
Epoch 6849
Loss = 3.3442e-03, PNorm = 416.7461, GNorm = 0.1708, lr_0 = 9.9528e-04
Loss = 2.1468e-02, PNorm = 416.7678, GNorm = 0.4867, lr_0 = 9.9528e-04
Validation prc-auc = 0.057438
Epoch 6850
Loss = 3.6492e-02, PNorm = 416.7849, GNorm = 7.4148, lr_0 = 9.9528e-04
Validation prc-auc = 0.054360
Epoch 6851
Loss = 3.2608e-02, PNorm = 416.8161, GNorm = 1.3688, lr_0 = 9.9528e-04
Validation prc-auc = 0.052530
Epoch 6852
Loss = 1.4975e-02, PNorm = 416.8540, GNorm = 0.2053, lr_0 = 9.9528e-04
Validation prc-auc = 0.045804
Epoch 6853
Loss = 3.3979e-02, PNorm = 416.8793, GNorm = 1.2485, lr_0 = 9.9528e-04
Validation prc-auc = 0.047019
Epoch 6854
Loss = 2.6566e-02, PNorm = 416.9095, GNorm = 0.6368, lr_0 = 9.9528e-04
Validation prc-auc = 0.056768
Epoch 6855
Loss = 1.3771e-02, PNorm = 416.9327, GNorm = 0.9190, lr_0 = 9.9528e-04
Validation prc-auc = 0.062204
Epoch 6856
Loss = 1.4873e-02, PNorm = 416.9543, GNorm = 0.3866, lr_0 = 9.9528e-04
Validation prc-auc = 0.062963
Epoch 6857
Loss = 1.7344e-02, PNorm = 416.9773, GNorm = 2.2381, lr_0 = 9.9528e-04
Validation prc-auc = 0.049056
Epoch 6858
Loss = 1.3609e-02, PNorm = 417.0053, GNorm = 0.9530, lr_0 = 9.9528e-04
Validation prc-auc = 0.026657
Epoch 6859
Loss = 6.0813e-02, PNorm = 417.0346, GNorm = 2.6951, lr_0 = 9.9528e-04
Loss = 2.6655e-02, PNorm = 417.0732, GNorm = 0.2918, lr_0 = 9.9528e-04
Validation prc-auc = 0.023823
Epoch 6860
Loss = 4.4999e-02, PNorm = 417.1036, GNorm = 0.2793, lr_0 = 9.9528e-04
Validation prc-auc = 0.022888
Epoch 6861
Loss = 1.5409e-02, PNorm = 417.1271, GNorm = 0.5688, lr_0 = 9.9527e-04
Validation prc-auc = 0.030047
Epoch 6862
Loss = 1.7276e-02, PNorm = 417.1500, GNorm = 0.4128, lr_0 = 9.9527e-04
Validation prc-auc = 0.042348
Epoch 6863
Loss = 4.4056e-02, PNorm = 417.1759, GNorm = 2.0568, lr_0 = 9.9527e-04
Validation prc-auc = 0.026767
Epoch 6864
Loss = 3.5188e-02, PNorm = 417.2051, GNorm = 2.3663, lr_0 = 9.9527e-04
Validation prc-auc = 0.030102
Epoch 6865
Loss = 3.6896e-02, PNorm = 417.2345, GNorm = 0.1185, lr_0 = 9.9527e-04
Validation prc-auc = 0.034177
Epoch 6866
Loss = 3.8402e-02, PNorm = 417.2665, GNorm = 1.5039, lr_0 = 9.9527e-04
Validation prc-auc = 0.033264
Epoch 6867
Loss = 3.6806e-02, PNorm = 417.2929, GNorm = 1.2770, lr_0 = 9.9527e-04
Validation prc-auc = 0.038744
Epoch 6868
Loss = 7.3550e-02, PNorm = 417.3156, GNorm = 2.7719, lr_0 = 9.9527e-04
Validation prc-auc = 0.035777
Epoch 6869
Loss = 1.0443e-02, PNorm = 417.3459, GNorm = 0.7668, lr_0 = 9.9527e-04
Loss = 3.3220e-02, PNorm = 417.3756, GNorm = 0.3127, lr_0 = 9.9527e-04
Validation prc-auc = 0.044488
Epoch 6870
Loss = 3.0222e-02, PNorm = 417.4053, GNorm = 0.3309, lr_0 = 9.9527e-04
Validation prc-auc = 0.053602
Epoch 6871
Loss = 1.6014e-02, PNorm = 417.4329, GNorm = 0.0417, lr_0 = 9.9527e-04
Validation prc-auc = 0.046362
Epoch 6872
Loss = 3.0411e-02, PNorm = 417.4570, GNorm = 2.8987, lr_0 = 9.9527e-04
Validation prc-auc = 0.047194
Epoch 6873
Loss = 1.4418e-02, PNorm = 417.4891, GNorm = 0.7899, lr_0 = 9.9527e-04
Validation prc-auc = 0.061324
Epoch 6874
Loss = 4.6424e-02, PNorm = 417.5181, GNorm = 0.9897, lr_0 = 9.9527e-04
Validation prc-auc = 0.060424
Epoch 6875
Loss = 2.3157e-02, PNorm = 417.5477, GNorm = 0.2170, lr_0 = 9.9526e-04
Validation prc-auc = 0.055792
Epoch 6876
Loss = 9.3302e-03, PNorm = 417.5818, GNorm = 0.8379, lr_0 = 9.9526e-04
Validation prc-auc = 0.064997
Epoch 6877
Loss = 2.1965e-02, PNorm = 417.6070, GNorm = 1.6014, lr_0 = 9.9526e-04
Validation prc-auc = 0.067116
Epoch 6878
Loss = 1.8822e-02, PNorm = 417.6437, GNorm = 0.3241, lr_0 = 9.9526e-04
Validation prc-auc = 0.044607
Epoch 6879
Loss = 4.7267e-02, PNorm = 417.6922, GNorm = 2.8345, lr_0 = 9.9526e-04
Loss = 3.2259e-02, PNorm = 417.7329, GNorm = 0.1656, lr_0 = 9.9526e-04
Validation prc-auc = 0.053811
Epoch 6880
Loss = 6.2369e-02, PNorm = 417.7679, GNorm = 4.3887, lr_0 = 9.9526e-04
Validation prc-auc = 0.058280
Epoch 6881
Loss = 2.1927e-02, PNorm = 417.7913, GNorm = 1.4638, lr_0 = 9.9526e-04
Validation prc-auc = 0.062215
Epoch 6882
Loss = 1.0590e-02, PNorm = 417.8107, GNorm = 0.3816, lr_0 = 9.9526e-04
Validation prc-auc = 0.051370
Epoch 6883
Loss = 2.7871e-02, PNorm = 417.8345, GNorm = 0.2065, lr_0 = 9.9526e-04
Validation prc-auc = 0.052157
Epoch 6884
Loss = 5.6437e-02, PNorm = 417.8717, GNorm = 5.1216, lr_0 = 9.9526e-04
Validation prc-auc = 0.046021
Epoch 6885
Loss = 4.0266e-02, PNorm = 417.9187, GNorm = 1.6254, lr_0 = 9.9526e-04
Validation prc-auc = 0.048846
Epoch 6886
Loss = 6.1749e-02, PNorm = 417.9693, GNorm = 0.6753, lr_0 = 9.9526e-04
Validation prc-auc = 0.042631
Epoch 6887
Loss = 4.7783e-02, PNorm = 418.0114, GNorm = 0.5747, lr_0 = 9.9526e-04
Validation prc-auc = 0.043102
Epoch 6888
Loss = 3.4091e-02, PNorm = 418.0483, GNorm = 0.4231, lr_0 = 9.9526e-04
Validation prc-auc = 0.050918
Epoch 6889
Loss = 3.2368e-02, PNorm = 418.0718, GNorm = 0.6846, lr_0 = 9.9525e-04
Loss = 6.0040e-02, PNorm = 418.1049, GNorm = 0.2391, lr_0 = 9.9525e-04
Validation prc-auc = 0.050431
Epoch 6890
Loss = 2.5783e-02, PNorm = 418.1336, GNorm = 2.6309, lr_0 = 9.9525e-04
Validation prc-auc = 0.051741
Epoch 6891
Loss = 7.1524e-02, PNorm = 418.1570, GNorm = 1.2218, lr_0 = 9.9525e-04
Validation prc-auc = 0.051991
Epoch 6892
Loss = 5.4282e-02, PNorm = 418.1853, GNorm = 1.1744, lr_0 = 9.9525e-04
Validation prc-auc = 0.054694
Epoch 6893
Loss = 2.2915e-02, PNorm = 418.2174, GNorm = 0.1567, lr_0 = 9.9525e-04
Validation prc-auc = 0.057874
Epoch 6894
Loss = 3.0242e-02, PNorm = 418.2488, GNorm = 0.9860, lr_0 = 9.9525e-04
Validation prc-auc = 0.050480
Epoch 6895
Loss = 1.8402e-02, PNorm = 418.2740, GNorm = 0.2777, lr_0 = 9.9525e-04
Validation prc-auc = 0.043838
Epoch 6896
Loss = 2.6465e-02, PNorm = 418.3008, GNorm = 0.6038, lr_0 = 9.9525e-04
Validation prc-auc = 0.046651
Epoch 6897
Loss = 5.8211e-02, PNorm = 418.3311, GNorm = 1.1643, lr_0 = 9.9525e-04
Validation prc-auc = 0.050851
Epoch 6898
Loss = 8.9531e-02, PNorm = 418.3605, GNorm = 7.1227, lr_0 = 9.9525e-04
Validation prc-auc = 0.051540
Epoch 6899
Loss = 8.7005e-02, PNorm = 418.3894, GNorm = 1.7877, lr_0 = 9.9525e-04
Loss = 1.7845e-02, PNorm = 418.4150, GNorm = 0.0947, lr_0 = 9.9525e-04
Validation prc-auc = 0.056628
Epoch 6900
Loss = 1.4770e-02, PNorm = 418.4356, GNorm = 0.2290, lr_0 = 9.9525e-04
Validation prc-auc = 0.057501
Epoch 6901
Loss = 1.6362e-02, PNorm = 418.4513, GNorm = 0.1525, lr_0 = 9.9524e-04
Validation prc-auc = 0.058374
Epoch 6902
Loss = 3.4041e-02, PNorm = 418.4778, GNorm = 1.4712, lr_0 = 9.9524e-04
Validation prc-auc = 0.054420
Epoch 6903
Loss = 4.6228e-02, PNorm = 418.5031, GNorm = 4.0088, lr_0 = 9.9524e-04
Validation prc-auc = 0.053837
Epoch 6904
Loss = 3.5546e-02, PNorm = 418.5304, GNorm = 2.1902, lr_0 = 9.9524e-04
Validation prc-auc = 0.053059
Epoch 6905
Loss = 7.2249e-02, PNorm = 418.5581, GNorm = 0.4904, lr_0 = 9.9524e-04
Validation prc-auc = 0.037302
Epoch 6906
Loss = 2.1191e-02, PNorm = 418.5967, GNorm = 0.3957, lr_0 = 9.9524e-04
Validation prc-auc = 0.039213
Epoch 6907
Loss = 2.0836e-02, PNorm = 418.6283, GNorm = 1.0292, lr_0 = 9.9524e-04
Validation prc-auc = 0.043343
Epoch 6908
Loss = 3.7201e-02, PNorm = 418.6477, GNorm = 0.3517, lr_0 = 9.9524e-04
Validation prc-auc = 0.053059
Epoch 6909
Loss = 3.1553e-02, PNorm = 418.6683, GNorm = 0.9082, lr_0 = 9.9524e-04
Loss = 1.6016e-02, PNorm = 418.6850, GNorm = 0.2739, lr_0 = 9.9524e-04
Validation prc-auc = 0.057499
Epoch 6910
Loss = 7.6056e-02, PNorm = 418.7075, GNorm = 3.0392, lr_0 = 9.9524e-04
Validation prc-auc = 0.058411
Epoch 6911
Loss = 5.4709e-02, PNorm = 418.7511, GNorm = 5.5235, lr_0 = 9.9524e-04
Validation prc-auc = 0.059543
Epoch 6912
Loss = 5.5133e-02, PNorm = 418.7878, GNorm = 4.3118, lr_0 = 9.9524e-04
Validation prc-auc = 0.043616
Epoch 6913
Loss = 4.6071e-02, PNorm = 418.8236, GNorm = 1.7040, lr_0 = 9.9524e-04
Validation prc-auc = 0.032455
Epoch 6914
Loss = 1.9708e-02, PNorm = 418.8552, GNorm = 0.3013, lr_0 = 9.9524e-04
Validation prc-auc = 0.044067
Epoch 6915
Loss = 2.0640e-02, PNorm = 418.8788, GNorm = 1.5638, lr_0 = 9.9523e-04
Validation prc-auc = 0.056399
Epoch 6916
Loss = 1.6202e-02, PNorm = 418.8993, GNorm = 0.3720, lr_0 = 9.9523e-04
Validation prc-auc = 0.056773
Epoch 6917
Loss = 2.0346e-02, PNorm = 418.9219, GNorm = 1.6412, lr_0 = 9.9523e-04
Validation prc-auc = 0.062536
Epoch 6918
Loss = 5.6268e-04, PNorm = 418.9472, GNorm = 0.0207, lr_0 = 9.9523e-04
Validation prc-auc = 0.055270
Epoch 6919
Loss = 1.0066e-03, PNorm = 418.9702, GNorm = 0.0383, lr_0 = 9.9523e-04
Loss = 1.4917e-02, PNorm = 418.9904, GNorm = 0.1030, lr_0 = 9.9523e-04
Validation prc-auc = 0.054727
Epoch 6920
Loss = 2.2047e-02, PNorm = 419.0051, GNorm = 0.0461, lr_0 = 9.9523e-04
Validation prc-auc = 0.055685
Epoch 6921
Loss = 4.7911e-02, PNorm = 419.0330, GNorm = 0.0153, lr_0 = 9.9523e-04
Validation prc-auc = 0.049368
Epoch 6922
Loss = 1.8833e-02, PNorm = 419.0764, GNorm = 0.1843, lr_0 = 9.9523e-04
Validation prc-auc = 0.045750
Epoch 6923
Loss = 2.9761e-02, PNorm = 419.1143, GNorm = 0.0531, lr_0 = 9.9523e-04
Validation prc-auc = 0.053744
Epoch 6924
Loss = 1.6676e-02, PNorm = 419.1509, GNorm = 0.5190, lr_0 = 9.9523e-04
Validation prc-auc = 0.050367
Epoch 6925
Loss = 4.5553e-02, PNorm = 419.1790, GNorm = 1.3872, lr_0 = 9.9523e-04
Validation prc-auc = 0.048311
Epoch 6926
Loss = 1.8721e-02, PNorm = 419.2117, GNorm = 0.9494, lr_0 = 9.9523e-04
Validation prc-auc = 0.063094
Epoch 6927
Loss = 4.9168e-02, PNorm = 419.2439, GNorm = 2.3262, lr_0 = 9.9523e-04
Validation prc-auc = 0.054001
Epoch 6928
Loss = 2.8254e-02, PNorm = 419.2720, GNorm = 2.3446, lr_0 = 9.9522e-04
Validation prc-auc = 0.036846
Epoch 6929
Loss = 7.8908e-02, PNorm = 419.3104, GNorm = 1.3873, lr_0 = 9.9522e-04
Loss = 2.7074e-02, PNorm = 419.3406, GNorm = 0.2780, lr_0 = 9.9522e-04
Validation prc-auc = 0.045201
Epoch 6930
Loss = 7.1175e-03, PNorm = 419.3586, GNorm = 0.3695, lr_0 = 9.9522e-04
Validation prc-auc = 0.049709
Epoch 6931
Loss = 2.4442e-02, PNorm = 419.3708, GNorm = 0.4370, lr_0 = 9.9522e-04
Validation prc-auc = 0.053167
Epoch 6932
Loss = 1.6489e-02, PNorm = 419.3820, GNorm = 0.0991, lr_0 = 9.9522e-04
Validation prc-auc = 0.056307
Epoch 6933
Loss = 2.3620e-02, PNorm = 419.3979, GNorm = 1.2309, lr_0 = 9.9522e-04
Validation prc-auc = 0.060463
Epoch 6934
Loss = 1.5821e-02, PNorm = 419.4185, GNorm = 2.0498, lr_0 = 9.9522e-04
Validation prc-auc = 0.070886
Epoch 6935
Loss = 3.8982e-02, PNorm = 419.4405, GNorm = 0.2440, lr_0 = 9.9522e-04
Validation prc-auc = 0.068479
Epoch 6936
Loss = 1.0763e-02, PNorm = 419.4597, GNorm = 1.4370, lr_0 = 9.9522e-04
Validation prc-auc = 0.060336
Epoch 6937
Loss = 1.3905e-02, PNorm = 419.4811, GNorm = 2.0257, lr_0 = 9.9522e-04
Validation prc-auc = 0.057653
Epoch 6938
Loss = 3.7120e-02, PNorm = 419.5016, GNorm = 3.2323, lr_0 = 9.9522e-04
Validation prc-auc = 0.043210
Epoch 6939
Loss = 1.9404e-02, PNorm = 419.5325, GNorm = 0.8613, lr_0 = 9.9522e-04
Loss = 4.2153e-02, PNorm = 419.5649, GNorm = 0.2863, lr_0 = 9.9522e-04
Validation prc-auc = 0.043018
Epoch 6940
Loss = 3.4941e-02, PNorm = 419.5963, GNorm = 4.4143, lr_0 = 9.9522e-04
Validation prc-auc = 0.061982
Epoch 6941
Loss = 9.0712e-02, PNorm = 419.6320, GNorm = 2.4206, lr_0 = 9.9521e-04
Validation prc-auc = 0.049077
Epoch 6942
Loss = 3.7897e-02, PNorm = 419.6659, GNorm = 1.2993, lr_0 = 9.9521e-04
Validation prc-auc = 0.040639
Epoch 6943
Loss = 3.6215e-02, PNorm = 419.6992, GNorm = 0.1166, lr_0 = 9.9521e-04
Validation prc-auc = 0.047091
Epoch 6944
Loss = 7.4599e-02, PNorm = 419.7282, GNorm = 1.1043, lr_0 = 9.9521e-04
Validation prc-auc = 0.046101
Epoch 6945
Loss = 2.8639e-02, PNorm = 419.7676, GNorm = 1.8722, lr_0 = 9.9521e-04
Validation prc-auc = 0.043094
Epoch 6946
Loss = 5.4720e-03, PNorm = 419.8026, GNorm = 0.4244, lr_0 = 9.9521e-04
Validation prc-auc = 0.040484
Epoch 6947
Loss = 3.9352e-02, PNorm = 419.8248, GNorm = 1.1921, lr_0 = 9.9521e-04
Validation prc-auc = 0.040404
Epoch 6948
Loss = 1.2526e-02, PNorm = 419.8449, GNorm = 0.4665, lr_0 = 9.9521e-04
Validation prc-auc = 0.039625
Epoch 6949
Loss = 1.2798e-01, PNorm = 419.8721, GNorm = 4.5396, lr_0 = 9.9521e-04
Loss = 5.4449e-02, PNorm = 419.9123, GNorm = 0.8579, lr_0 = 9.9521e-04
Validation prc-auc = 0.037031
Epoch 6950
Loss = 1.3822e-02, PNorm = 419.9447, GNorm = 1.1862, lr_0 = 9.9521e-04
Validation prc-auc = 0.048394
Epoch 6951
Loss = 1.0668e-02, PNorm = 419.9662, GNorm = 1.1311, lr_0 = 9.9521e-04
Validation prc-auc = 0.053121
Epoch 6952
Loss = 4.7859e-02, PNorm = 419.9843, GNorm = 0.2117, lr_0 = 9.9521e-04
Validation prc-auc = 0.046592
Epoch 6953
Loss = 2.8076e-02, PNorm = 420.0016, GNorm = 0.9730, lr_0 = 9.9521e-04
Validation prc-auc = 0.044896
Epoch 6954
Loss = 1.7311e-02, PNorm = 420.0214, GNorm = 0.0930, lr_0 = 9.9521e-04
Validation prc-auc = 0.043154
Epoch 6955
Loss = 1.5044e-02, PNorm = 420.0429, GNorm = 0.0725, lr_0 = 9.9520e-04
Validation prc-auc = 0.042280
Epoch 6956
Loss = 1.7564e-02, PNorm = 420.0573, GNorm = 0.1204, lr_0 = 9.9520e-04
Validation prc-auc = 0.047583
Epoch 6957
Loss = 3.3329e-02, PNorm = 420.0734, GNorm = 0.1469, lr_0 = 9.9520e-04
Validation prc-auc = 0.052566
Epoch 6958
Loss = 6.3020e-03, PNorm = 420.0909, GNorm = 0.0693, lr_0 = 9.9520e-04
Validation prc-auc = 0.046382
Epoch 6959
Loss = 3.6212e-02, PNorm = 420.1140, GNorm = 3.6587, lr_0 = 9.9520e-04
Loss = 2.8227e-02, PNorm = 420.1364, GNorm = 0.0520, lr_0 = 9.9520e-04
Validation prc-auc = 0.048561
Epoch 6960
Loss = 1.8686e-02, PNorm = 420.1602, GNorm = 1.0455, lr_0 = 9.9520e-04
Validation prc-auc = 0.047980
Epoch 6961
Loss = 1.0904e-02, PNorm = 420.1774, GNorm = 0.0941, lr_0 = 9.9520e-04
Validation prc-auc = 0.059290
Epoch 6962
Loss = 3.5176e-02, PNorm = 420.1956, GNorm = 0.5365, lr_0 = 9.9520e-04
Validation prc-auc = 0.048438
Epoch 6963
Loss = 4.2027e-02, PNorm = 420.2193, GNorm = 0.8812, lr_0 = 9.9520e-04
Validation prc-auc = 0.049037
Epoch 6964
Loss = 4.0423e-02, PNorm = 420.2414, GNorm = 4.5506, lr_0 = 9.9520e-04
Validation prc-auc = 0.048318
Epoch 6965
Loss = 3.2196e-02, PNorm = 420.2703, GNorm = 2.2190, lr_0 = 9.9520e-04
Validation prc-auc = 0.049525
Epoch 6966
Loss = 1.2673e-02, PNorm = 420.2970, GNorm = 1.9966, lr_0 = 9.9520e-04
Validation prc-auc = 0.048551
Epoch 6967
Loss = 4.0842e-02, PNorm = 420.3200, GNorm = 0.5997, lr_0 = 9.9520e-04
Validation prc-auc = 0.047491
Epoch 6968
Loss = 1.4892e-02, PNorm = 420.3557, GNorm = 0.7790, lr_0 = 9.9519e-04
Validation prc-auc = 0.046626
Epoch 6969
Loss = 1.3784e-02, PNorm = 420.3918, GNorm = 0.4426, lr_0 = 9.9519e-04
Loss = 5.6214e-02, PNorm = 420.4233, GNorm = 1.5455, lr_0 = 9.9519e-04
Validation prc-auc = 0.035881
Epoch 6970
Loss = 3.6196e-02, PNorm = 420.4557, GNorm = 0.2190, lr_0 = 9.9519e-04
Validation prc-auc = 0.023458
Epoch 6971
Loss = 3.5686e-02, PNorm = 420.4875, GNorm = 0.9098, lr_0 = 9.9519e-04
Validation prc-auc = 0.033791
Epoch 6972
Loss = 6.2573e-02, PNorm = 420.5210, GNorm = 5.7752, lr_0 = 9.9519e-04
Validation prc-auc = 0.034677
Epoch 6973
Loss = 1.0025e-02, PNorm = 420.5515, GNorm = 1.8885, lr_0 = 9.9519e-04
Validation prc-auc = 0.044771
Epoch 6974
Loss = 6.8361e-03, PNorm = 420.5723, GNorm = 0.0886, lr_0 = 9.9519e-04
Validation prc-auc = 0.053978
Epoch 6975
Loss = 3.5627e-03, PNorm = 420.5838, GNorm = 1.1772, lr_0 = 9.9519e-04
Validation prc-auc = 0.053964
Epoch 6976
Loss = 2.7169e-02, PNorm = 420.5997, GNorm = 0.0237, lr_0 = 9.9519e-04
Validation prc-auc = 0.054363
Epoch 6977
Loss = 4.1069e-02, PNorm = 420.6310, GNorm = 0.3196, lr_0 = 9.9519e-04
Validation prc-auc = 0.061539
Epoch 6978
Loss = 1.4851e-01, PNorm = 420.6616, GNorm = 3.0076, lr_0 = 9.9519e-04
Validation prc-auc = 0.045540
Epoch 6979
Loss = 5.5951e-03, PNorm = 420.6944, GNorm = 0.2991, lr_0 = 9.9519e-04
Loss = 1.1957e-02, PNorm = 420.7192, GNorm = 0.4745, lr_0 = 9.9519e-04
Validation prc-auc = 0.043241
Epoch 6980
Loss = 1.4126e-02, PNorm = 420.7360, GNorm = 0.9110, lr_0 = 9.9519e-04
Validation prc-auc = 0.048719
Epoch 6981
Loss = 5.1565e-02, PNorm = 420.7612, GNorm = 1.0468, lr_0 = 9.9518e-04
Validation prc-auc = 0.043668
Epoch 6982
Loss = 2.2776e-02, PNorm = 420.7869, GNorm = 0.4397, lr_0 = 9.9518e-04
Validation prc-auc = 0.045688
Epoch 6983
Loss = 1.0665e-02, PNorm = 420.8026, GNorm = 0.3193, lr_0 = 9.9518e-04
Validation prc-auc = 0.051461
Epoch 6984
Loss = 1.0875e-02, PNorm = 420.8149, GNorm = 0.8875, lr_0 = 9.9518e-04
Validation prc-auc = 0.055411
Epoch 6985
Loss = 5.2327e-02, PNorm = 420.8278, GNorm = 3.0177, lr_0 = 9.9518e-04
Validation prc-auc = 0.052278
Epoch 6986
Loss = 2.2319e-02, PNorm = 420.8417, GNorm = 0.4655, lr_0 = 9.9518e-04
Validation prc-auc = 0.056706
Epoch 6987
Loss = 5.9678e-03, PNorm = 420.8569, GNorm = 0.4209, lr_0 = 9.9518e-04
Validation prc-auc = 0.045185
Epoch 6988
Loss = 1.0557e-01, PNorm = 420.8743, GNorm = 2.6269, lr_0 = 9.9518e-04
Validation prc-auc = 0.042216
Epoch 6989
Loss = 1.4425e-02, PNorm = 420.8962, GNorm = 0.5771, lr_0 = 9.9518e-04
Loss = 4.5037e-02, PNorm = 420.9136, GNorm = 4.9022, lr_0 = 9.9518e-04
Validation prc-auc = 0.040488
Epoch 6990
Loss = 2.1316e-02, PNorm = 420.9352, GNorm = 0.1989, lr_0 = 9.9518e-04
Validation prc-auc = 0.042484
Epoch 6991
Loss = 1.8633e-02, PNorm = 420.9609, GNorm = 0.8678, lr_0 = 9.9518e-04
Validation prc-auc = 0.043465
Epoch 6992
Loss = 3.7039e-02, PNorm = 420.9940, GNorm = 0.1987, lr_0 = 9.9518e-04
Validation prc-auc = 0.044445
Epoch 6993
Loss = 3.1911e-02, PNorm = 421.0255, GNorm = 5.1316, lr_0 = 9.9518e-04
Validation prc-auc = 0.053342
Epoch 6994
Loss = 3.1461e-02, PNorm = 421.0685, GNorm = 0.5527, lr_0 = 9.9517e-04
Validation prc-auc = 0.043718
Epoch 6995
Loss = 2.4247e-02, PNorm = 421.1043, GNorm = 2.1025, lr_0 = 9.9517e-04
Validation prc-auc = 0.043392
Epoch 6996
Loss = 4.9581e-02, PNorm = 421.1276, GNorm = 2.3901, lr_0 = 9.9517e-04
Validation prc-auc = 0.041680
Epoch 6997
Loss = 1.9239e-02, PNorm = 421.1527, GNorm = 0.8089, lr_0 = 9.9517e-04
Validation prc-auc = 0.049353
Epoch 6998
Loss = 8.4737e-03, PNorm = 421.1834, GNorm = 0.3054, lr_0 = 9.9517e-04
Validation prc-auc = 0.050837
Epoch 6999
Loss = 9.1336e-03, PNorm = 421.2056, GNorm = 0.3031, lr_0 = 9.9517e-04
Loss = 5.7000e-02, PNorm = 421.2366, GNorm = 4.5754, lr_0 = 9.9517e-04
Validation prc-auc = 0.041288
Epoch 7000
Loss = 4.9964e-02, PNorm = 421.2736, GNorm = 0.4838, lr_0 = 9.9517e-04
Validation prc-auc = 0.042189
Epoch 7001
Loss = 3.7009e-02, PNorm = 421.3082, GNorm = 0.3155, lr_0 = 9.9517e-04
Validation prc-auc = 0.045325
Epoch 7002
Loss = 3.4112e-02, PNorm = 421.3333, GNorm = 0.5939, lr_0 = 9.9517e-04
Validation prc-auc = 0.045303
Epoch 7003
Loss = 2.2217e-02, PNorm = 421.3498, GNorm = 0.7867, lr_0 = 9.9517e-04
Validation prc-auc = 0.049170
Epoch 7004
Loss = 2.4158e-02, PNorm = 421.3638, GNorm = 0.1285, lr_0 = 9.9517e-04
Validation prc-auc = 0.057046
Epoch 7005
Loss = 5.4988e-03, PNorm = 421.3736, GNorm = 0.5058, lr_0 = 9.9517e-04
Validation prc-auc = 0.061876
Epoch 7006
Loss = 2.1052e-03, PNorm = 421.3834, GNorm = 0.0779, lr_0 = 9.9517e-04
Validation prc-auc = 0.062038
Epoch 7007
Loss = 3.0492e-02, PNorm = 421.3941, GNorm = 1.5540, lr_0 = 9.9517e-04
Validation prc-auc = 0.065319
Epoch 7008
Loss = 1.1085e-01, PNorm = 421.4107, GNorm = 2.3905, lr_0 = 9.9516e-04
Validation prc-auc = 0.049950
Epoch 7009
Loss = 3.8664e-02, PNorm = 421.4456, GNorm = 1.2975, lr_0 = 9.9516e-04
Loss = 1.5054e-02, PNorm = 421.4796, GNorm = 0.2674, lr_0 = 9.9516e-04
Validation prc-auc = 0.040146
Epoch 7010
Loss = 1.0682e-02, PNorm = 421.4982, GNorm = 0.9459, lr_0 = 9.9516e-04
Validation prc-auc = 0.046421
Epoch 7011
Loss = 3.8432e-02, PNorm = 421.5181, GNorm = 1.1398, lr_0 = 9.9516e-04
Validation prc-auc = 0.055252
Epoch 7012
Loss = 3.3289e-02, PNorm = 421.5374, GNorm = 0.7754, lr_0 = 9.9516e-04
Validation prc-auc = 0.060427
Epoch 7013
Loss = 1.3110e-02, PNorm = 421.5592, GNorm = 1.3112, lr_0 = 9.9516e-04
Validation prc-auc = 0.065589
Epoch 7014
Loss = 4.9661e-02, PNorm = 421.5799, GNorm = 0.2396, lr_0 = 9.9516e-04
Validation prc-auc = 0.062242
Epoch 7015
Loss = 6.0799e-03, PNorm = 421.5994, GNorm = 0.2239, lr_0 = 9.9516e-04
Validation prc-auc = 0.063935
Epoch 7016
Loss = 1.9867e-02, PNorm = 421.6202, GNorm = 0.1535, lr_0 = 9.9516e-04
Validation prc-auc = 0.068708
Epoch 7017
Loss = 4.4563e-02, PNorm = 421.6393, GNorm = 0.3543, lr_0 = 9.9516e-04
Validation prc-auc = 0.067429
Epoch 7018
Loss = 5.1681e-02, PNorm = 421.6529, GNorm = 0.1298, lr_0 = 9.9516e-04
Validation prc-auc = 0.062564
Epoch 7019
Loss = 2.8230e-02, PNorm = 421.6637, GNorm = 0.9632, lr_0 = 9.9516e-04
Loss = 1.9203e-02, PNorm = 421.6782, GNorm = 0.4364, lr_0 = 9.9516e-04
Validation prc-auc = 0.062598
Epoch 7020
Loss = 1.8112e-02, PNorm = 421.6942, GNorm = 1.2257, lr_0 = 9.9515e-04
Validation prc-auc = 0.069835
Epoch 7021
Loss = 5.0317e-02, PNorm = 421.7167, GNorm = 0.3084, lr_0 = 9.9515e-04
Validation prc-auc = 0.066298
Epoch 7022
Loss = 2.0501e-02, PNorm = 421.7372, GNorm = 0.1554, lr_0 = 9.9515e-04
Validation prc-auc = 0.055564
Epoch 7023
Loss = 3.9757e-02, PNorm = 421.7584, GNorm = 0.0688, lr_0 = 9.9515e-04
Validation prc-auc = 0.054327
Epoch 7024
Loss = 3.4715e-02, PNorm = 421.7849, GNorm = 0.0572, lr_0 = 9.9515e-04
Validation prc-auc = 0.052095
Epoch 7025
Loss = 3.6995e-02, PNorm = 421.8068, GNorm = 0.2181, lr_0 = 9.9515e-04
Validation prc-auc = 0.049800
Epoch 7026
Loss = 1.4723e-02, PNorm = 421.8294, GNorm = 0.6824, lr_0 = 9.9515e-04
Validation prc-auc = 0.055142
Epoch 7027
Loss = 1.2534e-02, PNorm = 421.8577, GNorm = 0.1562, lr_0 = 9.9515e-04
Validation prc-auc = 0.049230
Epoch 7028
Loss = 2.1282e-02, PNorm = 421.8819, GNorm = 0.4979, lr_0 = 9.9515e-04
Validation prc-auc = 0.048483
Epoch 7029
Loss = 4.8712e-03, PNorm = 421.9135, GNorm = 0.2958, lr_0 = 9.9515e-04
Loss = 8.4783e-02, PNorm = 421.9601, GNorm = 0.4715, lr_0 = 9.9515e-04
Validation prc-auc = 0.036776
Epoch 7030
Loss = 4.7178e-02, PNorm = 422.0082, GNorm = 1.9152, lr_0 = 9.9515e-04
Validation prc-auc = 0.032260
Epoch 7031
Loss = 3.8066e-02, PNorm = 422.0532, GNorm = 0.5873, lr_0 = 9.9515e-04
Validation prc-auc = 0.036703
Epoch 7032
Loss = 2.3460e-02, PNorm = 422.0920, GNorm = 0.1279, lr_0 = 9.9515e-04
Validation prc-auc = 0.055610
Epoch 7033
Loss = 6.3990e-02, PNorm = 422.1277, GNorm = 0.1717, lr_0 = 9.9515e-04
Validation prc-auc = 0.044470
Epoch 7034
Loss = 1.6534e-02, PNorm = 422.1618, GNorm = 0.2333, lr_0 = 9.9514e-04
Validation prc-auc = 0.043425
Epoch 7035
Loss = 1.3017e-02, PNorm = 422.1831, GNorm = 0.1166, lr_0 = 9.9514e-04
Validation prc-auc = 0.054582
Epoch 7036
Loss = 3.5318e-03, PNorm = 422.1985, GNorm = 0.4232, lr_0 = 9.9514e-04
Validation prc-auc = 0.051817
Epoch 7037
Loss = 5.6615e-02, PNorm = 422.2102, GNorm = 1.4836, lr_0 = 9.9514e-04
Validation prc-auc = 0.055091
Epoch 7038
Loss = 2.9840e-02, PNorm = 422.2290, GNorm = 1.2277, lr_0 = 9.9514e-04
Validation prc-auc = 0.054580
Epoch 7039
Loss = 1.6042e-03, PNorm = 422.2568, GNorm = 0.0790, lr_0 = 9.9514e-04
Loss = 5.1398e-02, PNorm = 422.2891, GNorm = 0.2758, lr_0 = 9.9514e-04
Validation prc-auc = 0.050418
Epoch 7040
Loss = 3.9074e-02, PNorm = 422.3184, GNorm = 0.3118, lr_0 = 9.9514e-04
Validation prc-auc = 0.057323
Epoch 7041
Loss = 4.0295e-02, PNorm = 422.3414, GNorm = 0.6389, lr_0 = 9.9514e-04
Validation prc-auc = 0.060643
Epoch 7042
Loss = 4.2858e-02, PNorm = 422.3670, GNorm = 1.8592, lr_0 = 9.9514e-04
Validation prc-auc = 0.060859
Epoch 7043
Loss = 1.1339e-02, PNorm = 422.3944, GNorm = 0.6867, lr_0 = 9.9514e-04
Validation prc-auc = 0.057839
Epoch 7044
Loss = 4.5219e-03, PNorm = 422.4134, GNorm = 0.0947, lr_0 = 9.9514e-04
Validation prc-auc = 0.054012
Epoch 7045
Loss = 2.4648e-02, PNorm = 422.4300, GNorm = 2.1710, lr_0 = 9.9514e-04
Validation prc-auc = 0.054158
Epoch 7046
Loss = 4.8941e-03, PNorm = 422.4539, GNorm = 0.3094, lr_0 = 9.9514e-04
Validation prc-auc = 0.053126
Epoch 7047
Loss = 9.7201e-03, PNorm = 422.4694, GNorm = 0.0876, lr_0 = 9.9514e-04
Validation prc-auc = 0.058232
Epoch 7048
Loss = 6.8436e-02, PNorm = 422.5048, GNorm = 2.3353, lr_0 = 9.9513e-04
Validation prc-auc = 0.062136
Epoch 7049
Loss = 6.7975e-03, PNorm = 422.5452, GNorm = 0.2977, lr_0 = 9.9513e-04
Loss = 2.0320e-02, PNorm = 422.5701, GNorm = 0.5713, lr_0 = 9.9513e-04
Validation prc-auc = 0.067626
Epoch 7050
Loss = 1.6245e-02, PNorm = 422.5895, GNorm = 0.0052, lr_0 = 9.9513e-04
Validation prc-auc = 0.070232
Epoch 7051
Loss = 5.6504e-02, PNorm = 422.6145, GNorm = 0.3284, lr_0 = 9.9513e-04
Validation prc-auc = 0.061096
Epoch 7052
Loss = 2.6317e-02, PNorm = 422.6511, GNorm = 0.2183, lr_0 = 9.9513e-04
Validation prc-auc = 0.059077
Epoch 7053
Loss = 1.3747e-02, PNorm = 422.6788, GNorm = 0.2744, lr_0 = 9.9513e-04
Validation prc-auc = 0.059237
Epoch 7054
Loss = 4.2799e-02, PNorm = 422.6982, GNorm = 1.7080, lr_0 = 9.9513e-04
Validation prc-auc = 0.071322
Epoch 7055
Loss = 3.9583e-02, PNorm = 422.7326, GNorm = 0.7444, lr_0 = 9.9513e-04
Validation prc-auc = 0.074473
Epoch 7056
Loss = 5.6798e-02, PNorm = 422.7720, GNorm = 0.2539, lr_0 = 9.9513e-04
Validation prc-auc = 0.061254
Epoch 7057
Loss = 4.4335e-02, PNorm = 422.8140, GNorm = 0.1749, lr_0 = 9.9513e-04
Validation prc-auc = 0.059857
Epoch 7058
Loss = 2.7138e-02, PNorm = 422.8569, GNorm = 0.8585, lr_0 = 9.9513e-04
Validation prc-auc = 0.059635
Epoch 7059
Loss = 8.6952e-03, PNorm = 422.8944, GNorm = 0.1860, lr_0 = 9.9513e-04
Loss = 3.9102e-02, PNorm = 422.9209, GNorm = 0.2376, lr_0 = 9.9513e-04
Validation prc-auc = 0.061128
Epoch 7060
Loss = 1.4769e-02, PNorm = 422.9439, GNorm = 0.1253, lr_0 = 9.9512e-04
Validation prc-auc = 0.060249
Epoch 7061
Loss = 4.9137e-02, PNorm = 422.9649, GNorm = 0.2284, lr_0 = 9.9512e-04
Validation prc-auc = 0.052655
Epoch 7062
Loss = 2.6938e-02, PNorm = 422.9828, GNorm = 0.3268, lr_0 = 9.9512e-04
Validation prc-auc = 0.049689
Epoch 7063
Loss = 2.6130e-02, PNorm = 423.0000, GNorm = 0.2189, lr_0 = 9.9512e-04
Validation prc-auc = 0.049847
Epoch 7064
Loss = 4.7196e-02, PNorm = 423.0130, GNorm = 0.7112, lr_0 = 9.9512e-04
Validation prc-auc = 0.051968
Epoch 7065
Loss = 5.6607e-02, PNorm = 423.0384, GNorm = 0.8775, lr_0 = 9.9512e-04
Validation prc-auc = 0.057025
Epoch 7066
Loss = 8.0977e-02, PNorm = 423.0777, GNorm = 0.6247, lr_0 = 9.9512e-04
Validation prc-auc = 0.060149
Epoch 7067
Loss = 3.7520e-02, PNorm = 423.1164, GNorm = 0.8588, lr_0 = 9.9512e-04
Validation prc-auc = 0.055151
Epoch 7068
Loss = 2.9879e-02, PNorm = 423.1501, GNorm = 1.6701, lr_0 = 9.9512e-04
Validation prc-auc = 0.054020
Epoch 7069
Loss = 2.1557e-02, PNorm = 423.1840, GNorm = 0.6150, lr_0 = 9.9512e-04
Loss = 3.5736e-02, PNorm = 423.2112, GNorm = 0.4717, lr_0 = 9.9512e-04
Validation prc-auc = 0.063802
Epoch 7070
Loss = 3.7148e-02, PNorm = 423.2452, GNorm = 2.0602, lr_0 = 9.9512e-04
Validation prc-auc = 0.064771
Epoch 7071
Loss = 2.0663e-02, PNorm = 423.2762, GNorm = 1.0895, lr_0 = 9.9512e-04
Validation prc-auc = 0.065917
Epoch 7072
Loss = 6.1197e-02, PNorm = 423.3049, GNorm = 4.3863, lr_0 = 9.9512e-04
Validation prc-auc = 0.065048
Epoch 7073
Loss = 1.2197e-01, PNorm = 423.3456, GNorm = 1.7137, lr_0 = 9.9512e-04
Validation prc-auc = 0.052347
Epoch 7074
Loss = 7.4330e-02, PNorm = 423.3958, GNorm = 0.2516, lr_0 = 9.9511e-04
Validation prc-auc = 0.046586
Epoch 7075
Loss = 5.4703e-02, PNorm = 423.4428, GNorm = 0.4850, lr_0 = 9.9511e-04
Validation prc-auc = 0.048931
Epoch 7076
Loss = 5.2711e-02, PNorm = 423.4827, GNorm = 2.0041, lr_0 = 9.9511e-04
Validation prc-auc = 0.059666
Epoch 7077
Loss = 6.6785e-03, PNorm = 423.5150, GNorm = 0.1769, lr_0 = 9.9511e-04
Validation prc-auc = 0.058714
Epoch 7078
Loss = 1.0774e-02, PNorm = 423.5353, GNorm = 0.8788, lr_0 = 9.9511e-04
Validation prc-auc = 0.055995
Epoch 7079
Loss = 5.5996e-04, PNorm = 423.5591, GNorm = 0.0325, lr_0 = 9.9511e-04
Loss = 6.0169e-03, PNorm = 423.5766, GNorm = 0.0300, lr_0 = 9.9511e-04
Validation prc-auc = 0.055472
Epoch 7080
Loss = 5.8793e-02, PNorm = 423.5956, GNorm = 0.2701, lr_0 = 9.9511e-04
Validation prc-auc = 0.058248
Epoch 7081
Loss = 2.6596e-02, PNorm = 423.6303, GNorm = 0.1471, lr_0 = 9.9511e-04
Validation prc-auc = 0.050571
Epoch 7082
Loss = 2.0753e-02, PNorm = 423.6645, GNorm = 1.8646, lr_0 = 9.9511e-04
Validation prc-auc = 0.052201
Epoch 7083
Loss = 1.2904e-02, PNorm = 423.6950, GNorm = 0.2338, lr_0 = 9.9511e-04
Validation prc-auc = 0.048052
Epoch 7084
Loss = 1.5476e-02, PNorm = 423.7186, GNorm = 1.4771, lr_0 = 9.9511e-04
Validation prc-auc = 0.057453
Epoch 7085
Loss = 9.9696e-03, PNorm = 423.7429, GNorm = 2.4004, lr_0 = 9.9511e-04
Validation prc-auc = 0.052925
Epoch 7086
Loss = 1.3470e-02, PNorm = 423.7696, GNorm = 0.2642, lr_0 = 9.9511e-04
Validation prc-auc = 0.046598
Epoch 7087
Loss = 3.3515e-02, PNorm = 423.7908, GNorm = 0.8092, lr_0 = 9.9510e-04
Validation prc-auc = 0.047908
Epoch 7088
Loss = 7.6823e-02, PNorm = 423.8256, GNorm = 0.4335, lr_0 = 9.9510e-04
Validation prc-auc = 0.045787
Epoch 7089
Loss = 1.8610e-02, PNorm = 423.8613, GNorm = 1.2469, lr_0 = 9.9510e-04
Loss = 2.5616e-02, PNorm = 423.9065, GNorm = 0.2780, lr_0 = 9.9510e-04
Validation prc-auc = 0.046124
Epoch 7090
Loss = 3.1908e-02, PNorm = 423.9474, GNorm = 0.4468, lr_0 = 9.9510e-04
Validation prc-auc = 0.050866
Epoch 7091
Loss = 6.3302e-02, PNorm = 423.9835, GNorm = 2.2151, lr_0 = 9.9510e-04
Validation prc-auc = 0.052274
Epoch 7092
Loss = 4.5403e-02, PNorm = 424.0252, GNorm = 1.8383, lr_0 = 9.9510e-04
Validation prc-auc = 0.052011
Epoch 7093
Loss = 2.5020e-02, PNorm = 424.0601, GNorm = 2.4199, lr_0 = 9.9510e-04
Validation prc-auc = 0.050356
Epoch 7094
Loss = 7.6241e-02, PNorm = 424.0872, GNorm = 2.1758, lr_0 = 9.9510e-04
Validation prc-auc = 0.047705
Epoch 7095
Loss = 1.3212e-02, PNorm = 424.1170, GNorm = 0.3969, lr_0 = 9.9510e-04
Validation prc-auc = 0.054760
Epoch 7096
Loss = 5.6143e-02, PNorm = 424.1458, GNorm = 0.8021, lr_0 = 9.9510e-04
Validation prc-auc = 0.048138
Epoch 7097
Loss = 3.2214e-02, PNorm = 424.1746, GNorm = 0.2189, lr_0 = 9.9510e-04
Validation prc-auc = 0.056436
Epoch 7098
Loss = 3.5221e-02, PNorm = 424.2009, GNorm = 1.2189, lr_0 = 9.9510e-04
Validation prc-auc = 0.062146
Epoch 7099
Loss = 1.2608e-01, PNorm = 424.2259, GNorm = 2.2141, lr_0 = 9.9510e-04
Loss = 4.9927e-02, PNorm = 424.2608, GNorm = 0.5013, lr_0 = 9.9510e-04
Validation prc-auc = 0.044943
Epoch 7100
Loss = 2.3047e-02, PNorm = 424.2921, GNorm = 0.1731, lr_0 = 9.9509e-04
Validation prc-auc = 0.043478
Epoch 7101
Loss = 3.6103e-02, PNorm = 424.3124, GNorm = 0.6149, lr_0 = 9.9509e-04
Validation prc-auc = 0.050653
Epoch 7102
Loss = 2.1544e-02, PNorm = 424.3278, GNorm = 0.6200, lr_0 = 9.9509e-04
Validation prc-auc = 0.057364
Epoch 7103
Loss = 2.7056e-02, PNorm = 424.3462, GNorm = 0.6084, lr_0 = 9.9509e-04
Validation prc-auc = 0.057670
Epoch 7104
Loss = 2.5196e-02, PNorm = 424.3681, GNorm = 2.7812, lr_0 = 9.9509e-04
Validation prc-auc = 0.054244
Epoch 7105
Loss = 1.2077e-02, PNorm = 424.3917, GNorm = 0.2164, lr_0 = 9.9509e-04
Validation prc-auc = 0.060062
Epoch 7106
Loss = 1.0111e-01, PNorm = 424.4105, GNorm = 6.0684, lr_0 = 9.9509e-04
Validation prc-auc = 0.035934
Epoch 7107
Loss = 2.1171e-02, PNorm = 424.4428, GNorm = 0.1439, lr_0 = 9.9509e-04
Validation prc-auc = 0.030569
Epoch 7108
Loss = 1.8998e-02, PNorm = 424.4698, GNorm = 0.1750, lr_0 = 9.9509e-04
Validation prc-auc = 0.045704
Epoch 7109
Loss = 9.7283e-04, PNorm = 424.4847, GNorm = 0.0608, lr_0 = 9.9509e-04
Loss = 3.9345e-02, PNorm = 424.5031, GNorm = 4.2983, lr_0 = 9.9509e-04
Validation prc-auc = 0.049364
Epoch 7110
Loss = 4.3742e-02, PNorm = 424.5398, GNorm = 2.0337, lr_0 = 9.9509e-04
Validation prc-auc = 0.047180
Epoch 7111
Loss = 2.4083e-02, PNorm = 424.5770, GNorm = 0.0469, lr_0 = 9.9509e-04
Validation prc-auc = 0.042051
Epoch 7112
Loss = 4.7309e-02, PNorm = 424.6085, GNorm = 2.1344, lr_0 = 9.9509e-04
Validation prc-auc = 0.042450
Epoch 7113
Loss = 1.0481e-01, PNorm = 424.6559, GNorm = 1.3275, lr_0 = 9.9509e-04
Validation prc-auc = 0.038835
Epoch 7114
Loss = 5.9030e-02, PNorm = 424.7152, GNorm = 0.4379, lr_0 = 9.9508e-04
Validation prc-auc = 0.057518
Epoch 7115
Loss = 1.5423e-02, PNorm = 424.7719, GNorm = 0.1728, lr_0 = 9.9508e-04
Validation prc-auc = 0.058963
Epoch 7116
Loss = 5.0049e-02, PNorm = 424.8077, GNorm = 1.2865, lr_0 = 9.9508e-04
Validation prc-auc = 0.064527
Epoch 7117
Loss = 7.9283e-02, PNorm = 424.8439, GNorm = 1.1561, lr_0 = 9.9508e-04
Validation prc-auc = 0.062325
Epoch 7118
Loss = 7.9191e-02, PNorm = 424.8838, GNorm = 2.9184, lr_0 = 9.9508e-04
Validation prc-auc = 0.057774
Epoch 7119
Loss = 3.5159e-03, PNorm = 424.9256, GNorm = 0.1815, lr_0 = 9.9508e-04
Loss = 1.9669e-02, PNorm = 424.9591, GNorm = 0.7438, lr_0 = 9.9508e-04
Validation prc-auc = 0.057155
Epoch 7120
Loss = 2.8682e-02, PNorm = 424.9853, GNorm = 0.5383, lr_0 = 9.9508e-04
Validation prc-auc = 0.066048
Epoch 7121
Loss = 2.9431e-02, PNorm = 425.0109, GNorm = 2.3245, lr_0 = 9.9508e-04
Validation prc-auc = 0.076987
Epoch 7122
Loss = 5.6709e-02, PNorm = 425.0521, GNorm = 4.9836, lr_0 = 9.9508e-04
Validation prc-auc = 0.061552
Epoch 7123
Loss = 2.6969e-02, PNorm = 425.1037, GNorm = 1.0143, lr_0 = 9.9508e-04
Validation prc-auc = 0.066991
Epoch 7124
Loss = 5.0584e-02, PNorm = 425.1516, GNorm = 0.6831, lr_0 = 9.9508e-04
Validation prc-auc = 0.065098
Epoch 7125
Loss = 1.7531e-02, PNorm = 425.1927, GNorm = 1.4097, lr_0 = 9.9508e-04
Validation prc-auc = 0.075419
Epoch 7126
Loss = 6.0943e-03, PNorm = 425.2253, GNorm = 0.4291, lr_0 = 9.9508e-04
Validation prc-auc = 0.064970
Epoch 7127
Loss = 5.0283e-02, PNorm = 425.2590, GNorm = 0.4054, lr_0 = 9.9507e-04
Validation prc-auc = 0.049891
Epoch 7128
Loss = 7.1121e-02, PNorm = 425.2899, GNorm = 0.3420, lr_0 = 9.9507e-04
Validation prc-auc = 0.067265
Epoch 7129
Loss = 1.3821e-02, PNorm = 425.3201, GNorm = 0.3184, lr_0 = 9.9507e-04
Loss = 4.0623e-02, PNorm = 425.3454, GNorm = 1.2741, lr_0 = 9.9507e-04
Validation prc-auc = 0.066326
Epoch 7130
Loss = 5.6431e-02, PNorm = 425.3775, GNorm = 1.5746, lr_0 = 9.9507e-04
Validation prc-auc = 0.065014
Epoch 7131
Loss = 4.1127e-02, PNorm = 425.4063, GNorm = 0.3982, lr_0 = 9.9507e-04
Validation prc-auc = 0.059217
Epoch 7132
Loss = 2.4757e-02, PNorm = 425.4317, GNorm = 0.5173, lr_0 = 9.9507e-04
Validation prc-auc = 0.061647
Epoch 7133
Loss = 4.2339e-02, PNorm = 425.4503, GNorm = 2.1001, lr_0 = 9.9507e-04
Validation prc-auc = 0.057307
Epoch 7134
Loss = 7.1201e-02, PNorm = 425.4787, GNorm = 1.5001, lr_0 = 9.9507e-04
Validation prc-auc = 0.053412
Epoch 7135
Loss = 2.8134e-02, PNorm = 425.5195, GNorm = 0.5658, lr_0 = 9.9507e-04
Validation prc-auc = 0.056283
Epoch 7136
Loss = 3.3867e-02, PNorm = 425.5537, GNorm = 3.0263, lr_0 = 9.9507e-04
Validation prc-auc = 0.053745
Epoch 7137
Loss = 9.4839e-02, PNorm = 425.5839, GNorm = 0.6846, lr_0 = 9.9507e-04
Validation prc-auc = 0.056106
Epoch 7138
Loss = 7.4861e-03, PNorm = 425.6180, GNorm = 0.5553, lr_0 = 9.9507e-04
Validation prc-auc = 0.053787
Epoch 7139
Loss = 5.7300e-03, PNorm = 425.6499, GNorm = 0.1739, lr_0 = 9.9507e-04
Loss = 4.6413e-02, PNorm = 425.6793, GNorm = 1.8340, lr_0 = 9.9507e-04
Validation prc-auc = 0.055910
Epoch 7140
Loss = 2.8943e-02, PNorm = 425.7114, GNorm = 0.9595, lr_0 = 9.9506e-04
Validation prc-auc = 0.045809
Epoch 7141
Loss = 1.3308e-02, PNorm = 425.7333, GNorm = 0.4122, lr_0 = 9.9506e-04
Validation prc-auc = 0.058680
Epoch 7142
Loss = 7.2453e-03, PNorm = 425.7461, GNorm = 0.2610, lr_0 = 9.9506e-04
Validation prc-auc = 0.054278
Epoch 7143
Loss = 3.9914e-02, PNorm = 425.7656, GNorm = 0.0713, lr_0 = 9.9506e-04
Validation prc-auc = 0.055619
Epoch 7144
Loss = 5.2788e-02, PNorm = 425.7911, GNorm = 0.9083, lr_0 = 9.9506e-04
Validation prc-auc = 0.056225
Epoch 7145
Loss = 1.9442e-02, PNorm = 425.8201, GNorm = 0.3380, lr_0 = 9.9506e-04
Validation prc-auc = 0.057097
Epoch 7146
Loss = 6.2719e-03, PNorm = 425.8441, GNorm = 0.3997, lr_0 = 9.9506e-04
Validation prc-auc = 0.053277
Epoch 7147
Loss = 5.4676e-02, PNorm = 425.8618, GNorm = 1.6145, lr_0 = 9.9506e-04
Validation prc-auc = 0.045451
Epoch 7148
Loss = 6.4516e-02, PNorm = 425.8840, GNorm = 2.8922, lr_0 = 9.9506e-04
Validation prc-auc = 0.033197
Epoch 7149
Loss = 8.1107e-03, PNorm = 425.9114, GNorm = 0.6896, lr_0 = 9.9506e-04
Loss = 4.2646e-02, PNorm = 425.9352, GNorm = 1.1513, lr_0 = 9.9506e-04
Validation prc-auc = 0.032534
Epoch 7150
Loss = 2.9783e-02, PNorm = 425.9544, GNorm = 2.2104, lr_0 = 9.9506e-04
Validation prc-auc = 0.043651
Epoch 7151
Loss = 5.1756e-02, PNorm = 425.9802, GNorm = 0.3911, lr_0 = 9.9506e-04
Validation prc-auc = 0.049779
Epoch 7152
Loss = 1.3631e-02, PNorm = 426.0072, GNorm = 0.1081, lr_0 = 9.9506e-04
Validation prc-auc = 0.048604
Epoch 7153
Loss = 1.5085e-02, PNorm = 426.0310, GNorm = 0.0956, lr_0 = 9.9505e-04
Validation prc-auc = 0.048624
Epoch 7154
Loss = 7.5998e-03, PNorm = 426.0490, GNorm = 1.7407, lr_0 = 9.9505e-04
Validation prc-auc = 0.053466
Epoch 7155
Loss = 1.7150e-02, PNorm = 426.0668, GNorm = 0.3597, lr_0 = 9.9505e-04
Validation prc-auc = 0.053270
Epoch 7156
Loss = 1.6477e-02, PNorm = 426.0849, GNorm = 1.0433, lr_0 = 9.9505e-04
Validation prc-auc = 0.054919
Epoch 7157
Loss = 4.6529e-02, PNorm = 426.1125, GNorm = 0.8874, lr_0 = 9.9505e-04
Validation prc-auc = 0.063290
Epoch 7158
Loss = 3.2888e-02, PNorm = 426.1537, GNorm = 1.4778, lr_0 = 9.9505e-04
Validation prc-auc = 0.058551
Epoch 7159
Loss = 6.6856e-05, PNorm = 426.2002, GNorm = 0.0046, lr_0 = 9.9505e-04
Loss = 5.1949e-02, PNorm = 426.2327, GNorm = 1.8265, lr_0 = 9.9505e-04
Validation prc-auc = 0.051495
Epoch 7160
Loss = 2.3513e-02, PNorm = 426.2668, GNorm = 0.8863, lr_0 = 9.9505e-04
Validation prc-auc = 0.055566
Epoch 7161
Loss = 4.2834e-02, PNorm = 426.2952, GNorm = 2.7866, lr_0 = 9.9505e-04
Validation prc-auc = 0.055883
Epoch 7162
Loss = 4.7307e-02, PNorm = 426.3283, GNorm = 0.1944, lr_0 = 9.9505e-04
Validation prc-auc = 0.058610
Epoch 7163
Loss = 4.8768e-02, PNorm = 426.3613, GNorm = 0.8800, lr_0 = 9.9505e-04
Validation prc-auc = 0.057556
Epoch 7164
Loss = 4.3065e-02, PNorm = 426.3927, GNorm = 2.3590, lr_0 = 9.9505e-04
Validation prc-auc = 0.054547
Epoch 7165
Loss = 1.7646e-02, PNorm = 426.4137, GNorm = 1.6988, lr_0 = 9.9505e-04
Validation prc-auc = 0.054899
Epoch 7166
Loss = 3.2245e-02, PNorm = 426.4313, GNorm = 0.9946, lr_0 = 9.9505e-04
Validation prc-auc = 0.056380
Epoch 7167
Loss = 3.0107e-02, PNorm = 426.4494, GNorm = 0.1088, lr_0 = 9.9504e-04
Validation prc-auc = 0.064931
Epoch 7168
Loss = 7.2152e-03, PNorm = 426.4644, GNorm = 0.5618, lr_0 = 9.9504e-04
Validation prc-auc = 0.051503
Epoch 7169
Loss = 6.3913e-03, PNorm = 426.4835, GNorm = 0.4579, lr_0 = 9.9504e-04
Loss = 4.7073e-02, PNorm = 426.5058, GNorm = 2.6239, lr_0 = 9.9504e-04
Validation prc-auc = 0.042006
Epoch 7170
Loss = 2.6217e-02, PNorm = 426.5338, GNorm = 0.1579, lr_0 = 9.9504e-04
Validation prc-auc = 0.038693
Epoch 7171
Loss = 1.0781e-02, PNorm = 426.5593, GNorm = 0.1113, lr_0 = 9.9504e-04
Validation prc-auc = 0.049689
Epoch 7172
Loss = 2.9232e-02, PNorm = 426.5765, GNorm = 3.3740, lr_0 = 9.9504e-04
Validation prc-auc = 0.045086
Epoch 7173
Loss = 3.9744e-02, PNorm = 426.6024, GNorm = 0.9786, lr_0 = 9.9504e-04
Validation prc-auc = 0.047192
Epoch 7174
Loss = 2.8186e-02, PNorm = 426.6355, GNorm = 0.9288, lr_0 = 9.9504e-04
Validation prc-auc = 0.051292
Epoch 7175
Loss = 3.7533e-02, PNorm = 426.6702, GNorm = 1.5406, lr_0 = 9.9504e-04
Validation prc-auc = 0.049621
Epoch 7176
Loss = 2.5754e-02, PNorm = 426.7090, GNorm = 1.1511, lr_0 = 9.9504e-04
Validation prc-auc = 0.049467
Epoch 7177
Loss = 1.7154e-02, PNorm = 426.7345, GNorm = 0.2682, lr_0 = 9.9504e-04
Validation prc-auc = 0.045321
Epoch 7178
Loss = 1.8493e-02, PNorm = 426.7622, GNorm = 0.1000, lr_0 = 9.9504e-04
Validation prc-auc = 0.038555
Epoch 7179
Loss = 6.7624e-03, PNorm = 426.7925, GNorm = 0.3531, lr_0 = 9.9504e-04
Loss = 3.1994e-02, PNorm = 426.8255, GNorm = 2.0671, lr_0 = 9.9504e-04
Validation prc-auc = 0.033657
Epoch 7180
Loss = 1.5107e-02, PNorm = 426.8495, GNorm = 1.0491, lr_0 = 9.9503e-04
Validation prc-auc = 0.035850
Epoch 7181
Loss = 4.6848e-02, PNorm = 426.8722, GNorm = 0.1617, lr_0 = 9.9503e-04
Validation prc-auc = 0.039737
Epoch 7182
Loss = 4.5979e-02, PNorm = 426.8946, GNorm = 0.9150, lr_0 = 9.9503e-04
Validation prc-auc = 0.039768
Epoch 7183
Loss = 3.7864e-02, PNorm = 426.9135, GNorm = 0.4895, lr_0 = 9.9503e-04
Validation prc-auc = 0.040553
Epoch 7184
Loss = 3.1156e-02, PNorm = 426.9340, GNorm = 0.2390, lr_0 = 9.9503e-04
Validation prc-auc = 0.056866
Epoch 7185
Loss = 1.3053e-02, PNorm = 426.9537, GNorm = 0.0939, lr_0 = 9.9503e-04
Validation prc-auc = 0.056714
Epoch 7186
Loss = 2.8146e-02, PNorm = 426.9699, GNorm = 0.2579, lr_0 = 9.9503e-04
Validation prc-auc = 0.052939
Epoch 7187
Loss = 3.6574e-02, PNorm = 427.0006, GNorm = 2.1512, lr_0 = 9.9503e-04
Validation prc-auc = 0.057422
Epoch 7188
Loss = 2.6759e-02, PNorm = 427.0294, GNorm = 1.6433, lr_0 = 9.9503e-04
Validation prc-auc = 0.065652
Epoch 7189
Loss = 7.9552e-04, PNorm = 427.0620, GNorm = 0.0411, lr_0 = 9.9503e-04
Loss = 5.0234e-02, PNorm = 427.0932, GNorm = 4.6785, lr_0 = 9.9503e-04
Validation prc-auc = 0.062337
Epoch 7190
Loss = 2.1484e-02, PNorm = 427.1300, GNorm = 2.4274, lr_0 = 9.9503e-04
Validation prc-auc = 0.059981
Epoch 7191
Loss = 3.0307e-02, PNorm = 427.1582, GNorm = 1.2100, lr_0 = 9.9503e-04
Validation prc-auc = 0.053528
Epoch 7192
Loss = 1.4849e-02, PNorm = 427.1877, GNorm = 0.8601, lr_0 = 9.9503e-04
Validation prc-auc = 0.050575
Epoch 7193
Loss = 3.9239e-02, PNorm = 427.2173, GNorm = 1.2249, lr_0 = 9.9502e-04
Validation prc-auc = 0.055127
Epoch 7194
Loss = 4.2587e-02, PNorm = 427.2487, GNorm = 0.7380, lr_0 = 9.9502e-04
Validation prc-auc = 0.046191
Epoch 7195
Loss = 8.3648e-03, PNorm = 427.2718, GNorm = 0.4601, lr_0 = 9.9502e-04
Validation prc-auc = 0.048498
Epoch 7196
Loss = 3.6421e-02, PNorm = 427.2908, GNorm = 1.3213, lr_0 = 9.9502e-04
Validation prc-auc = 0.047499
Epoch 7197
Loss = 1.8776e-02, PNorm = 427.3169, GNorm = 0.7043, lr_0 = 9.9502e-04
Validation prc-auc = 0.048854
Epoch 7198
Loss = 4.5833e-03, PNorm = 427.3414, GNorm = 0.1225, lr_0 = 9.9502e-04
Validation prc-auc = 0.048594
Epoch 7199
Loss = 2.7655e-02, PNorm = 427.3685, GNorm = 1.2991, lr_0 = 9.9502e-04
Loss = 7.0781e-02, PNorm = 427.4015, GNorm = 1.7233, lr_0 = 9.9502e-04
Validation prc-auc = 0.041526
Epoch 7200
Loss = 2.4160e-02, PNorm = 427.4402, GNorm = 1.7824, lr_0 = 9.9502e-04
Validation prc-auc = 0.050520
Epoch 7201
Loss = 3.5592e-02, PNorm = 427.4701, GNorm = 1.7312, lr_0 = 9.9502e-04
Validation prc-auc = 0.047815
Epoch 7202
Loss = 3.2818e-02, PNorm = 427.4954, GNorm = 1.5667, lr_0 = 9.9502e-04
Validation prc-auc = 0.054418
Epoch 7203
Loss = 1.1946e-02, PNorm = 427.5167, GNorm = 0.1185, lr_0 = 9.9502e-04
Validation prc-auc = 0.059872
Epoch 7204
Loss = 5.0620e-02, PNorm = 427.5422, GNorm = 1.1805, lr_0 = 9.9502e-04
Validation prc-auc = 0.060451
Epoch 7205
Loss = 1.5083e-02, PNorm = 427.5691, GNorm = 0.2610, lr_0 = 9.9502e-04
Validation prc-auc = 0.063966
Epoch 7206
Loss = 2.9767e-02, PNorm = 427.5916, GNorm = 1.3463, lr_0 = 9.9502e-04
Validation prc-auc = 0.070528
Epoch 7207
Loss = 6.1738e-03, PNorm = 427.6096, GNorm = 0.4939, lr_0 = 9.9501e-04
Validation prc-auc = 0.075571
Epoch 7208
Loss = 3.8159e-02, PNorm = 427.6276, GNorm = 0.0351, lr_0 = 9.9501e-04
Validation prc-auc = 0.044129
Epoch 7209
Loss = 1.4415e-02, PNorm = 427.6617, GNorm = 0.5132, lr_0 = 9.9501e-04
Loss = 5.2532e-02, PNorm = 427.6984, GNorm = 0.8437, lr_0 = 9.9501e-04
Validation prc-auc = 0.033256
Epoch 7210
Loss = 1.6258e-01, PNorm = 427.7299, GNorm = 22.4784, lr_0 = 9.9501e-04
Validation prc-auc = 0.042509
Epoch 7211
Loss = 5.1193e-02, PNorm = 427.7869, GNorm = 0.7613, lr_0 = 9.9501e-04
Validation prc-auc = 0.039295
Epoch 7212
Loss = 3.6524e-02, PNorm = 427.8498, GNorm = 0.6764, lr_0 = 9.9501e-04
Validation prc-auc = 0.038500
Epoch 7213
Loss = 8.0246e-02, PNorm = 427.8979, GNorm = 1.5184, lr_0 = 9.9501e-04
Validation prc-auc = 0.038450
Epoch 7214
Loss = 5.6418e-02, PNorm = 427.9494, GNorm = 1.1077, lr_0 = 9.9501e-04
Validation prc-auc = 0.037168
Epoch 7215
Loss = 9.7526e-02, PNorm = 427.9942, GNorm = 4.9460, lr_0 = 9.9501e-04
Validation prc-auc = 0.033786
Epoch 7216
Loss = 3.5002e-02, PNorm = 428.0372, GNorm = 0.7770, lr_0 = 9.9501e-04
Validation prc-auc = 0.041412
Epoch 7217
Loss = 5.2253e-02, PNorm = 428.0821, GNorm = 1.2291, lr_0 = 9.9501e-04
Validation prc-auc = 0.045018
Epoch 7218
Loss = 6.4164e-02, PNorm = 428.1187, GNorm = 4.7229, lr_0 = 9.9501e-04
Validation prc-auc = 0.048241
Epoch 7219
Loss = 3.0688e-02, PNorm = 428.1617, GNorm = 1.0950, lr_0 = 9.9501e-04
Loss = 3.3403e-02, PNorm = 428.2054, GNorm = 1.1426, lr_0 = 9.9500e-04
Validation prc-auc = 0.049646
Epoch 7220
Loss = 3.7800e-02, PNorm = 428.2407, GNorm = 0.6439, lr_0 = 9.9500e-04
Validation prc-auc = 0.044466
Epoch 7221
Loss = 3.2886e-02, PNorm = 428.2681, GNorm = 1.8331, lr_0 = 9.9500e-04
Validation prc-auc = 0.046450
Epoch 7222
Loss = 4.4294e-02, PNorm = 428.2926, GNorm = 3.0897, lr_0 = 9.9500e-04
Validation prc-auc = 0.046650
Epoch 7223
Loss = 4.2836e-02, PNorm = 428.3216, GNorm = 3.0345, lr_0 = 9.9500e-04
Validation prc-auc = 0.046704
Epoch 7224
Loss = 1.5948e-02, PNorm = 428.3516, GNorm = 0.6239, lr_0 = 9.9500e-04
Validation prc-auc = 0.045722
Epoch 7225
Loss = 3.5872e-02, PNorm = 428.3796, GNorm = 3.4616, lr_0 = 9.9500e-04
Validation prc-auc = 0.050945
Epoch 7226
Loss = 4.1609e-02, PNorm = 428.4109, GNorm = 0.7144, lr_0 = 9.9500e-04
Validation prc-auc = 0.048238
Epoch 7227
Loss = 2.7132e-02, PNorm = 428.4349, GNorm = 0.2571, lr_0 = 9.9500e-04
Validation prc-auc = 0.048803
Epoch 7228
Loss = 8.4771e-02, PNorm = 428.4640, GNorm = 2.1815, lr_0 = 9.9500e-04
Validation prc-auc = 0.046401
Epoch 7229
Loss = 1.5355e-02, PNorm = 428.4949, GNorm = 0.6142, lr_0 = 9.9500e-04
Loss = 2.6133e-02, PNorm = 428.5173, GNorm = 0.9280, lr_0 = 9.9500e-04
Validation prc-auc = 0.050937
Epoch 7230
Loss = 3.0107e-02, PNorm = 428.5410, GNorm = 1.2580, lr_0 = 9.9500e-04
Validation prc-auc = 0.050291
Epoch 7231
Loss = 5.2551e-02, PNorm = 428.5684, GNorm = 0.3434, lr_0 = 9.9500e-04
Validation prc-auc = 0.043739
Epoch 7232
Loss = 3.1602e-02, PNorm = 428.6007, GNorm = 1.1892, lr_0 = 9.9500e-04
Validation prc-auc = 0.042430
Epoch 7233
Loss = 2.8466e-02, PNorm = 428.6362, GNorm = 0.4494, lr_0 = 9.9499e-04
Validation prc-auc = 0.047384
Epoch 7234
Loss = 3.8343e-02, PNorm = 428.6640, GNorm = 3.5740, lr_0 = 9.9499e-04
Validation prc-auc = 0.044067
Epoch 7235
Loss = 6.0860e-02, PNorm = 428.6873, GNorm = 0.7695, lr_0 = 9.9499e-04
Validation prc-auc = 0.047486
Epoch 7236
Loss = 2.0023e-02, PNorm = 428.7076, GNorm = 1.2775, lr_0 = 9.9499e-04
Validation prc-auc = 0.049093
Epoch 7237
Loss = 8.7692e-02, PNorm = 428.7321, GNorm = 0.3793, lr_0 = 9.9499e-04
Validation prc-auc = 0.051713
Epoch 7238
Loss = 3.8244e-02, PNorm = 428.7600, GNorm = 1.3882, lr_0 = 9.9499e-04
Validation prc-auc = 0.051510
Epoch 7239
Loss = 6.2253e-03, PNorm = 428.7868, GNorm = 0.2366, lr_0 = 9.9499e-04
Loss = 2.9376e-02, PNorm = 428.8134, GNorm = 0.4163, lr_0 = 9.9499e-04
Validation prc-auc = 0.050808
Epoch 7240
Loss = 2.6595e-02, PNorm = 428.8336, GNorm = 1.4103, lr_0 = 9.9499e-04
Validation prc-auc = 0.050078
Epoch 7241
Loss = 4.5194e-02, PNorm = 428.8568, GNorm = 0.5146, lr_0 = 9.9499e-04
Validation prc-auc = 0.053374
Epoch 7242
Loss = 5.1561e-02, PNorm = 428.8822, GNorm = 0.0695, lr_0 = 9.9499e-04
Validation prc-auc = 0.052675
Epoch 7243
Loss = 4.6231e-02, PNorm = 428.9150, GNorm = 1.4887, lr_0 = 9.9499e-04
Validation prc-auc = 0.050104
Epoch 7244
Loss = 7.1237e-02, PNorm = 428.9372, GNorm = 2.1918, lr_0 = 9.9499e-04
Validation prc-auc = 0.041742
Epoch 7245
Loss = 3.7625e-02, PNorm = 428.9568, GNorm = 3.5626, lr_0 = 9.9499e-04
Validation prc-auc = 0.040408
Epoch 7246
Loss = 1.7620e-02, PNorm = 428.9886, GNorm = 0.2415, lr_0 = 9.9499e-04
Validation prc-auc = 0.045869
Epoch 7247
Loss = 4.1493e-02, PNorm = 429.0195, GNorm = 0.1453, lr_0 = 9.9498e-04
Validation prc-auc = 0.046088
Epoch 7248
Loss = 2.0062e-02, PNorm = 429.0461, GNorm = 1.1473, lr_0 = 9.9498e-04
Validation prc-auc = 0.050533
Epoch 7249
Loss = 2.3483e-02, PNorm = 429.0740, GNorm = 1.4518, lr_0 = 9.9498e-04
Loss = 1.1182e-02, PNorm = 429.1066, GNorm = 0.1412, lr_0 = 9.9498e-04
Validation prc-auc = 0.065982
Epoch 7250
Loss = 3.3673e-02, PNorm = 429.1330, GNorm = 0.0373, lr_0 = 9.9498e-04
Validation prc-auc = 0.068563
Epoch 7251
Loss = 1.2677e-02, PNorm = 429.1511, GNorm = 0.0516, lr_0 = 9.9498e-04
Validation prc-auc = 0.068449
Epoch 7252
Loss = 4.3964e-02, PNorm = 429.1669, GNorm = 0.2041, lr_0 = 9.9498e-04
Validation prc-auc = 0.066506
Epoch 7253
Loss = 2.7598e-02, PNorm = 429.1832, GNorm = 2.2445, lr_0 = 9.9498e-04
Validation prc-auc = 0.065669
Epoch 7254
Loss = 7.0399e-02, PNorm = 429.2029, GNorm = 1.8588, lr_0 = 9.9498e-04
Validation prc-auc = 0.045009
Epoch 7255
Loss = 2.8196e-02, PNorm = 429.2281, GNorm = 0.3377, lr_0 = 9.9498e-04
Validation prc-auc = 0.045295
Epoch 7256
Loss = 2.5544e-02, PNorm = 429.2494, GNorm = 2.1928, lr_0 = 9.9498e-04
Validation prc-auc = 0.058398
Epoch 7257
Loss = 4.2685e-02, PNorm = 429.2684, GNorm = 0.7630, lr_0 = 9.9498e-04
Validation prc-auc = 0.063273
Epoch 7258
Loss = 8.5207e-02, PNorm = 429.2930, GNorm = 1.6501, lr_0 = 9.9498e-04
Validation prc-auc = 0.069293
Epoch 7259
Loss = 6.2350e-03, PNorm = 429.3166, GNorm = 0.2742, lr_0 = 9.9498e-04
Loss = 3.9081e-02, PNorm = 429.3351, GNorm = 0.5373, lr_0 = 9.9497e-04
Validation prc-auc = 0.071028
Epoch 7260
Loss = 2.0277e-02, PNorm = 429.3548, GNorm = 0.2162, lr_0 = 9.9497e-04
Validation prc-auc = 0.066416
Epoch 7261
Loss = 4.3164e-02, PNorm = 429.3768, GNorm = 0.5332, lr_0 = 9.9497e-04
Validation prc-auc = 0.058483
Epoch 7262
Loss = 1.7168e-02, PNorm = 429.4052, GNorm = 0.4273, lr_0 = 9.9497e-04
Validation prc-auc = 0.061217
Epoch 7263
Loss = 7.2982e-02, PNorm = 429.4336, GNorm = 1.6840, lr_0 = 9.9497e-04
Validation prc-auc = 0.060673
Epoch 7264
Loss = 7.9382e-02, PNorm = 429.4698, GNorm = 0.5498, lr_0 = 9.9497e-04
Validation prc-auc = 0.035693
Epoch 7265
Loss = 2.7269e-02, PNorm = 429.5107, GNorm = 1.5108, lr_0 = 9.9497e-04
Validation prc-auc = 0.032996
Epoch 7266
Loss = 3.1866e-02, PNorm = 429.5390, GNorm = 0.3539, lr_0 = 9.9497e-04
Validation prc-auc = 0.033879
Epoch 7267
Loss = 1.0245e-02, PNorm = 429.5708, GNorm = 0.1742, lr_0 = 9.9497e-04
Validation prc-auc = 0.042605
Epoch 7268
Loss = 2.3800e-02, PNorm = 429.5932, GNorm = 1.1624, lr_0 = 9.9497e-04
Validation prc-auc = 0.053472
Epoch 7269
Loss = 1.5560e-03, PNorm = 429.6154, GNorm = 0.0666, lr_0 = 9.9497e-04
Loss = 5.7994e-02, PNorm = 429.6536, GNorm = 0.9264, lr_0 = 9.9497e-04
Validation prc-auc = 0.066623
Epoch 7270
Loss = 1.9345e-02, PNorm = 429.6910, GNorm = 0.3673, lr_0 = 9.9497e-04
Validation prc-auc = 0.055943
Epoch 7271
Loss = 8.4194e-03, PNorm = 429.7148, GNorm = 0.0533, lr_0 = 9.9497e-04
Validation prc-auc = 0.054299
Epoch 7272
Loss = 2.3365e-02, PNorm = 429.7371, GNorm = 0.7025, lr_0 = 9.9497e-04
Validation prc-auc = 0.046832
Epoch 7273
Loss = 1.3414e-02, PNorm = 429.7565, GNorm = 0.1024, lr_0 = 9.9496e-04
Validation prc-auc = 0.050167
Epoch 7274
Loss = 1.5831e-02, PNorm = 429.7712, GNorm = 0.1999, lr_0 = 9.9496e-04
Validation prc-auc = 0.045968
Epoch 7275
Loss = 8.5460e-03, PNorm = 429.7866, GNorm = 0.1221, lr_0 = 9.9496e-04
Validation prc-auc = 0.051952
Epoch 7276
Loss = 2.2310e-02, PNorm = 429.7991, GNorm = 0.4925, lr_0 = 9.9496e-04
Validation prc-auc = 0.060417
Epoch 7277
Loss = 1.1853e-02, PNorm = 429.8147, GNorm = 1.2371, lr_0 = 9.9496e-04
Validation prc-auc = 0.061810
Epoch 7278
Loss = 5.1447e-02, PNorm = 429.8315, GNorm = 2.1749, lr_0 = 9.9496e-04
Validation prc-auc = 0.043797
Epoch 7279
Loss = 1.0586e-02, PNorm = 429.8574, GNorm = 0.5781, lr_0 = 9.9496e-04
Loss = 4.7987e-02, PNorm = 429.8852, GNorm = 4.5350, lr_0 = 9.9496e-04
Validation prc-auc = 0.052011
Epoch 7280
Loss = 2.0179e-02, PNorm = 429.9239, GNorm = 1.0621, lr_0 = 9.9496e-04
Validation prc-auc = 0.065099
Epoch 7281
Loss = 8.1932e-02, PNorm = 429.9615, GNorm = 1.1139, lr_0 = 9.9496e-04
Validation prc-auc = 0.032802
Epoch 7282
Loss = 2.2759e-02, PNorm = 430.0012, GNorm = 0.9665, lr_0 = 9.9496e-04
Validation prc-auc = 0.028902
Epoch 7283
Loss = 3.0230e-02, PNorm = 430.0362, GNorm = 0.2237, lr_0 = 9.9496e-04
Validation prc-auc = 0.041053
Epoch 7284
Loss = 4.6683e-02, PNorm = 430.0591, GNorm = 3.9091, lr_0 = 9.9496e-04
Validation prc-auc = 0.041941
Epoch 7285
Loss = 1.9892e-02, PNorm = 430.0868, GNorm = 0.6070, lr_0 = 9.9496e-04
Validation prc-auc = 0.037166
Epoch 7286
Loss = 2.3980e-02, PNorm = 430.1092, GNorm = 0.8428, lr_0 = 9.9495e-04
Validation prc-auc = 0.042041
Epoch 7287
Loss = 1.5148e-02, PNorm = 430.1350, GNorm = 0.2829, lr_0 = 9.9495e-04
Validation prc-auc = 0.043094
Epoch 7288
Loss = 4.2440e-02, PNorm = 430.1694, GNorm = 0.6589, lr_0 = 9.9495e-04
Validation prc-auc = 0.045977
Epoch 7289
Loss = 2.6174e-03, PNorm = 430.2058, GNorm = 0.1134, lr_0 = 9.9495e-04
Loss = 4.6268e-02, PNorm = 430.2384, GNorm = 2.0964, lr_0 = 9.9495e-04
Validation prc-auc = 0.044306
Epoch 7290
Loss = 1.6121e-02, PNorm = 430.2627, GNorm = 0.1379, lr_0 = 9.9495e-04
Validation prc-auc = 0.049070
Epoch 7291
Loss = 2.5815e-02, PNorm = 430.2866, GNorm = 0.9840, lr_0 = 9.9495e-04
Validation prc-auc = 0.046052
Epoch 7292
Loss = 4.0405e-02, PNorm = 430.3163, GNorm = 1.9736, lr_0 = 9.9495e-04
Validation prc-auc = 0.044849
Epoch 7293
Loss = 4.5729e-02, PNorm = 430.3519, GNorm = 0.2198, lr_0 = 9.9495e-04
Validation prc-auc = 0.047590
Epoch 7294
Loss = 1.5758e-02, PNorm = 430.3838, GNorm = 0.1257, lr_0 = 9.9495e-04
Validation prc-auc = 0.057791
Epoch 7295
Loss = 2.4453e-02, PNorm = 430.4074, GNorm = 0.8482, lr_0 = 9.9495e-04
Validation prc-auc = 0.047346
Epoch 7296
Loss = 4.0227e-02, PNorm = 430.4372, GNorm = 0.3847, lr_0 = 9.9495e-04
Validation prc-auc = 0.034379
Epoch 7297
Loss = 4.3283e-02, PNorm = 430.4653, GNorm = 2.2584, lr_0 = 9.9495e-04
Validation prc-auc = 0.029563
Epoch 7298
Loss = 6.7308e-02, PNorm = 430.4926, GNorm = 2.3694, lr_0 = 9.9495e-04
Validation prc-auc = 0.029239
Epoch 7299
Loss = 1.5465e-02, PNorm = 430.5178, GNorm = 0.5499, lr_0 = 9.9495e-04
Loss = 2.4182e-02, PNorm = 430.5396, GNorm = 0.4516, lr_0 = 9.9494e-04
Validation prc-auc = 0.028250
Epoch 7300
Loss = 1.9729e-02, PNorm = 430.5598, GNorm = 0.3670, lr_0 = 9.9494e-04
Validation prc-auc = 0.040597
Epoch 7301
Loss = 4.1944e-02, PNorm = 430.5767, GNorm = 0.1364, lr_0 = 9.9494e-04
Validation prc-auc = 0.037365
Epoch 7302
Loss = 4.5540e-02, PNorm = 430.5953, GNorm = 3.1249, lr_0 = 9.9494e-04
Validation prc-auc = 0.029640
Epoch 7303
Loss = 2.9276e-02, PNorm = 430.6266, GNorm = 0.9790, lr_0 = 9.9494e-04
Validation prc-auc = 0.045298
Epoch 7304
Loss = 2.7848e-02, PNorm = 430.6594, GNorm = 0.9112, lr_0 = 9.9494e-04
Validation prc-auc = 0.048560
Epoch 7305
Loss = 5.8376e-02, PNorm = 430.6830, GNorm = 1.1396, lr_0 = 9.9494e-04
Validation prc-auc = 0.037220
Epoch 7306
Loss = 2.3755e-02, PNorm = 430.7108, GNorm = 0.3828, lr_0 = 9.9494e-04
Validation prc-auc = 0.039109
Epoch 7307
Loss = 3.8645e-02, PNorm = 430.7433, GNorm = 0.3485, lr_0 = 9.9494e-04
Validation prc-auc = 0.031330
Epoch 7308
Loss = 1.4983e-02, PNorm = 430.7836, GNorm = 1.0244, lr_0 = 9.9494e-04
Validation prc-auc = 0.027816
Epoch 7309
Loss = 8.7214e-02, PNorm = 430.8152, GNorm = 1.2758, lr_0 = 9.9494e-04
Loss = 3.3109e-02, PNorm = 430.8398, GNorm = 0.5221, lr_0 = 9.9494e-04
Validation prc-auc = 0.035910
Epoch 7310
Loss = 3.5365e-02, PNorm = 430.8644, GNorm = 0.0822, lr_0 = 9.9494e-04
Validation prc-auc = 0.045058
Epoch 7311
Loss = 2.0538e-02, PNorm = 430.8895, GNorm = 0.1555, lr_0 = 9.9494e-04
Validation prc-auc = 0.047198
Epoch 7312
Loss = 2.3186e-02, PNorm = 430.9067, GNorm = 0.3403, lr_0 = 9.9494e-04
Validation prc-auc = 0.047228
Epoch 7313
Loss = 4.1438e-02, PNorm = 430.9245, GNorm = 0.7381, lr_0 = 9.9493e-04
Validation prc-auc = 0.045066
Epoch 7314
Loss = 3.3873e-02, PNorm = 430.9505, GNorm = 0.1701, lr_0 = 9.9493e-04
Validation prc-auc = 0.040937
Epoch 7315
Loss = 4.4398e-02, PNorm = 430.9833, GNorm = 0.9768, lr_0 = 9.9493e-04
Validation prc-auc = 0.037509
Epoch 7316
Loss = 5.8153e-02, PNorm = 431.0140, GNorm = 3.8204, lr_0 = 9.9493e-04
Validation prc-auc = 0.036324
Epoch 7317
Loss = 1.8024e-02, PNorm = 431.0441, GNorm = 1.3237, lr_0 = 9.9493e-04
Validation prc-auc = 0.032649
Epoch 7318
Loss = 5.0206e-03, PNorm = 431.0764, GNorm = 0.2790, lr_0 = 9.9493e-04
Validation prc-auc = 0.040069
Epoch 7319
Loss = 1.6248e-02, PNorm = 431.1099, GNorm = 1.6569, lr_0 = 9.9493e-04
Loss = 3.9681e-02, PNorm = 431.1460, GNorm = 0.0864, lr_0 = 9.9493e-04
Validation prc-auc = 0.035649
Epoch 7320
Loss = 2.0724e-02, PNorm = 431.1747, GNorm = 0.2033, lr_0 = 9.9493e-04
Validation prc-auc = 0.024586
Epoch 7321
Loss = 1.4402e-02, PNorm = 431.1997, GNorm = 0.1622, lr_0 = 9.9493e-04
Validation prc-auc = 0.032467
Epoch 7322
Loss = 9.7110e-03, PNorm = 431.2169, GNorm = 0.1057, lr_0 = 9.9493e-04
Validation prc-auc = 0.036144
Epoch 7323
Loss = 1.7707e-02, PNorm = 431.2324, GNorm = 0.6309, lr_0 = 9.9493e-04
Validation prc-auc = 0.040964
Epoch 7324
Loss = 3.5304e-02, PNorm = 431.2532, GNorm = 2.2605, lr_0 = 9.9493e-04
Validation prc-auc = 0.036587
Epoch 7325
Loss = 5.2235e-03, PNorm = 431.2825, GNorm = 0.2090, lr_0 = 9.9493e-04
Validation prc-auc = 0.036991
Epoch 7326
Loss = 8.6673e-02, PNorm = 431.3112, GNorm = 2.5439, lr_0 = 9.9492e-04
Validation prc-auc = 0.022070
Epoch 7327
Loss = 6.5988e-02, PNorm = 431.3378, GNorm = 1.6072, lr_0 = 9.9492e-04
Validation prc-auc = 0.025520
Epoch 7328
Loss = 3.5404e-02, PNorm = 431.3750, GNorm = 0.2776, lr_0 = 9.9492e-04
Validation prc-auc = 0.038519
Epoch 7329
Loss = 2.2785e-02, PNorm = 431.4081, GNorm = 1.3040, lr_0 = 9.9492e-04
Loss = 2.6673e-02, PNorm = 431.4381, GNorm = 0.1016, lr_0 = 9.9492e-04
Validation prc-auc = 0.037789
Epoch 7330
Loss = 4.9274e-02, PNorm = 431.4702, GNorm = 0.6795, lr_0 = 9.9492e-04
Validation prc-auc = 0.031571
Epoch 7331
Loss = 8.2021e-02, PNorm = 431.5023, GNorm = 0.2285, lr_0 = 9.9492e-04
Validation prc-auc = 0.036618
Epoch 7332
Loss = 3.9838e-02, PNorm = 431.5443, GNorm = 2.4530, lr_0 = 9.9492e-04
Validation prc-auc = 0.048154
Epoch 7333
Loss = 3.6661e-02, PNorm = 431.5850, GNorm = 0.8260, lr_0 = 9.9492e-04
Validation prc-auc = 0.038156
Epoch 7334
Loss = 4.7626e-02, PNorm = 431.6228, GNorm = 1.4622, lr_0 = 9.9492e-04
Validation prc-auc = 0.045069
Epoch 7335
Loss = 4.2465e-02, PNorm = 431.6554, GNorm = 0.4932, lr_0 = 9.9492e-04
Validation prc-auc = 0.041969
Epoch 7336
Loss = 7.0969e-02, PNorm = 431.6906, GNorm = 2.3844, lr_0 = 9.9492e-04
Validation prc-auc = 0.035545
Epoch 7337
Loss = 4.0443e-02, PNorm = 431.7284, GNorm = 1.5356, lr_0 = 9.9492e-04
Validation prc-auc = 0.033234
Epoch 7338
Loss = 3.0834e-02, PNorm = 431.7601, GNorm = 1.0861, lr_0 = 9.9492e-04
Validation prc-auc = 0.036837
Epoch 7339
Loss = 1.1195e-01, PNorm = 431.7884, GNorm = 2.2551, lr_0 = 9.9492e-04
Loss = 1.8949e-02, PNorm = 431.8107, GNorm = 0.1903, lr_0 = 9.9491e-04
Validation prc-auc = 0.037240
Epoch 7340
Loss = 2.3811e-02, PNorm = 431.8288, GNorm = 0.9935, lr_0 = 9.9491e-04
Validation prc-auc = 0.041326
Epoch 7341
Loss = 2.3041e-02, PNorm = 431.8456, GNorm = 3.0937, lr_0 = 9.9491e-04
Validation prc-auc = 0.041242
Epoch 7342
Loss = 1.5797e-02, PNorm = 431.8628, GNorm = 0.0559, lr_0 = 9.9491e-04
Validation prc-auc = 0.046394
Epoch 7343
Loss = 4.0993e-02, PNorm = 431.8852, GNorm = 1.6734, lr_0 = 9.9491e-04
Validation prc-auc = 0.053254
Epoch 7344
Loss = 5.6662e-02, PNorm = 431.9160, GNorm = 1.8532, lr_0 = 9.9491e-04
Validation prc-auc = 0.051283
Epoch 7345
Loss = 2.0708e-02, PNorm = 431.9464, GNorm = 0.4305, lr_0 = 9.9491e-04
Validation prc-auc = 0.052613
Epoch 7346
Loss = 5.0187e-02, PNorm = 431.9746, GNorm = 0.3987, lr_0 = 9.9491e-04
Validation prc-auc = 0.049808
Epoch 7347
Loss = 9.9739e-03, PNorm = 432.0077, GNorm = 0.8258, lr_0 = 9.9491e-04
Validation prc-auc = 0.049609
Epoch 7348
Loss = 4.6302e-02, PNorm = 432.0324, GNorm = 1.8715, lr_0 = 9.9491e-04
Validation prc-auc = 0.041533
Epoch 7349
Loss = 5.7066e-03, PNorm = 432.0608, GNorm = 0.1971, lr_0 = 9.9491e-04
Loss = 3.9247e-02, PNorm = 432.0923, GNorm = 1.1246, lr_0 = 9.9491e-04
Validation prc-auc = 0.047244
Epoch 7350
Loss = 5.1153e-02, PNorm = 432.1190, GNorm = 0.5256, lr_0 = 9.9491e-04
Validation prc-auc = 0.046465
Epoch 7351
Loss = 4.7187e-02, PNorm = 432.1494, GNorm = 1.1396, lr_0 = 9.9491e-04
Validation prc-auc = 0.053435
Epoch 7352
Loss = 2.0499e-02, PNorm = 432.1770, GNorm = 0.5257, lr_0 = 9.9490e-04
Validation prc-auc = 0.060562
Epoch 7353
Loss = 4.4872e-02, PNorm = 432.1970, GNorm = 0.8396, lr_0 = 9.9490e-04
Validation prc-auc = 0.062684
Epoch 7354
Loss = 4.5572e-02, PNorm = 432.2211, GNorm = 0.5093, lr_0 = 9.9490e-04
Validation prc-auc = 0.053215
Epoch 7355
Loss = 3.1600e-02, PNorm = 432.2466, GNorm = 2.0756, lr_0 = 9.9490e-04
Validation prc-auc = 0.061294
Epoch 7356
Loss = 5.6454e-02, PNorm = 432.2717, GNorm = 0.0713, lr_0 = 9.9490e-04
Validation prc-auc = 0.059038
Epoch 7357
Loss = 5.8816e-02, PNorm = 432.3061, GNorm = 1.2412, lr_0 = 9.9490e-04
Validation prc-auc = 0.046333
Epoch 7358
Loss = 3.4107e-02, PNorm = 432.3452, GNorm = 1.2321, lr_0 = 9.9490e-04
Validation prc-auc = 0.054588
Epoch 7359
Loss = 3.8754e-02, PNorm = 432.3796, GNorm = 1.8361, lr_0 = 9.9490e-04
Loss = 2.9821e-02, PNorm = 432.4131, GNorm = 1.3834, lr_0 = 9.9490e-04
Validation prc-auc = 0.050005
Epoch 7360
Loss = 1.6926e-02, PNorm = 432.4366, GNorm = 0.8579, lr_0 = 9.9490e-04
Validation prc-auc = 0.045193
Epoch 7361
Loss = 5.4769e-02, PNorm = 432.4576, GNorm = 2.5978, lr_0 = 9.9490e-04
Validation prc-auc = 0.046980
Epoch 7362
Loss = 1.0691e-02, PNorm = 432.4863, GNorm = 0.7371, lr_0 = 9.9490e-04
Validation prc-auc = 0.049883
Epoch 7363
Loss = 2.5847e-02, PNorm = 432.5125, GNorm = 0.9081, lr_0 = 9.9490e-04
Validation prc-auc = 0.052875
Epoch 7364
Loss = 1.5149e-02, PNorm = 432.5340, GNorm = 1.6121, lr_0 = 9.9490e-04
Validation prc-auc = 0.057604
Epoch 7365
Loss = 3.1917e-02, PNorm = 432.5584, GNorm = 1.7281, lr_0 = 9.9490e-04
Validation prc-auc = 0.057946
Epoch 7366
Loss = 6.5283e-02, PNorm = 432.5932, GNorm = 1.4087, lr_0 = 9.9489e-04
Validation prc-auc = 0.059357
Epoch 7367
Loss = 4.0126e-02, PNorm = 432.6326, GNorm = 3.7416, lr_0 = 9.9489e-04
Validation prc-auc = 0.053906
Epoch 7368
Loss = 1.5384e-02, PNorm = 432.6639, GNorm = 0.7925, lr_0 = 9.9489e-04
Validation prc-auc = 0.056116
Epoch 7369
Loss = 5.2392e-02, PNorm = 432.6914, GNorm = 0.6370, lr_0 = 9.9489e-04
Loss = 2.7360e-02, PNorm = 432.7179, GNorm = 1.1405, lr_0 = 9.9489e-04
Validation prc-auc = 0.063801
Epoch 7370
Loss = 5.4086e-02, PNorm = 432.7464, GNorm = 0.8789, lr_0 = 9.9489e-04
Validation prc-auc = 0.049099
Epoch 7371
Loss = 8.8541e-03, PNorm = 432.7705, GNorm = 0.2509, lr_0 = 9.9489e-04
Validation prc-auc = 0.055495
Epoch 7372
Loss = 3.0006e-02, PNorm = 432.7892, GNorm = 0.1324, lr_0 = 9.9489e-04
Validation prc-auc = 0.050330
Epoch 7373
Loss = 1.8679e-02, PNorm = 432.8095, GNorm = 0.5714, lr_0 = 9.9489e-04
Validation prc-auc = 0.045185
Epoch 7374
Loss = 3.2537e-02, PNorm = 432.8360, GNorm = 0.1932, lr_0 = 9.9489e-04
Validation prc-auc = 0.049534
Epoch 7375
Loss = 8.7448e-02, PNorm = 432.8671, GNorm = 1.5532, lr_0 = 9.9489e-04
Validation prc-auc = 0.044958
Epoch 7376
Loss = 2.1551e-02, PNorm = 432.9000, GNorm = 1.8555, lr_0 = 9.9489e-04
Validation prc-auc = 0.044936
Epoch 7377
Loss = 5.2321e-03, PNorm = 432.9313, GNorm = 0.0880, lr_0 = 9.9489e-04
Validation prc-auc = 0.045143
Epoch 7378
Loss = 3.3573e-02, PNorm = 432.9587, GNorm = 2.8868, lr_0 = 9.9489e-04
Validation prc-auc = 0.049571
Epoch 7379
Loss = 1.8751e-02, PNorm = 432.9849, GNorm = 0.6427, lr_0 = 9.9489e-04
Loss = 3.8797e-02, PNorm = 433.0108, GNorm = 0.0839, lr_0 = 9.9488e-04
Validation prc-auc = 0.049319
Epoch 7380
Loss = 3.2307e-02, PNorm = 433.0403, GNorm = 3.2252, lr_0 = 9.9488e-04
Validation prc-auc = 0.053131
Epoch 7381
Loss = 3.6101e-02, PNorm = 433.0682, GNorm = 0.2608, lr_0 = 9.9488e-04
Validation prc-auc = 0.056237
Epoch 7382
Loss = 7.1090e-02, PNorm = 433.0959, GNorm = 0.7403, lr_0 = 9.9488e-04
Validation prc-auc = 0.040044
Epoch 7383
Loss = 2.7021e-02, PNorm = 433.1196, GNorm = 1.4658, lr_0 = 9.9488e-04
Validation prc-auc = 0.040114
Epoch 7384
Loss = 1.7688e-02, PNorm = 433.1496, GNorm = 0.2737, lr_0 = 9.9488e-04
Validation prc-auc = 0.059195
Epoch 7385
Loss = 1.2265e-02, PNorm = 433.1803, GNorm = 0.0351, lr_0 = 9.9488e-04
Validation prc-auc = 0.068820
Epoch 7386
Loss = 4.3852e-03, PNorm = 433.2052, GNorm = 0.5097, lr_0 = 9.9488e-04
Validation prc-auc = 0.071800
Epoch 7387
Loss = 2.6259e-02, PNorm = 433.2311, GNorm = 0.6303, lr_0 = 9.9488e-04
Validation prc-auc = 0.068838
Epoch 7388
Loss = 1.3841e-02, PNorm = 433.2629, GNorm = 0.5220, lr_0 = 9.9488e-04
Validation prc-auc = 0.067865
Epoch 7389
Loss = 5.6039e-03, PNorm = 433.2827, GNorm = 0.2965, lr_0 = 9.9488e-04
Loss = 1.2937e-02, PNorm = 433.2925, GNorm = 2.4334, lr_0 = 9.9488e-04
Validation prc-auc = 0.075303
Epoch 7390
Loss = 2.5102e-02, PNorm = 433.3068, GNorm = 0.9768, lr_0 = 9.9488e-04
Validation prc-auc = 0.071191
Epoch 7391
Loss = 3.9790e-02, PNorm = 433.3287, GNorm = 6.2709, lr_0 = 9.9488e-04
Validation prc-auc = 0.065232
Epoch 7392
Loss = 1.8065e-02, PNorm = 433.3554, GNorm = 0.9305, lr_0 = 9.9487e-04
Validation prc-auc = 0.057546
Epoch 7393
Loss = 4.7948e-02, PNorm = 433.3756, GNorm = 1.5579, lr_0 = 9.9487e-04
Validation prc-auc = 0.051747
Epoch 7394
Loss = 6.5573e-02, PNorm = 433.4026, GNorm = 0.9883, lr_0 = 9.9487e-04
Validation prc-auc = 0.042313
Epoch 7395
Loss = 1.6822e-02, PNorm = 433.4495, GNorm = 0.3992, lr_0 = 9.9487e-04
Validation prc-auc = 0.043304
Epoch 7396
Loss = 1.4675e-02, PNorm = 433.4841, GNorm = 1.5852, lr_0 = 9.9487e-04
Validation prc-auc = 0.034931
Epoch 7397
Loss = 5.9034e-02, PNorm = 433.5112, GNorm = 2.6036, lr_0 = 9.9487e-04
Validation prc-auc = 0.033129
Epoch 7398
Loss = 5.1194e-03, PNorm = 433.5359, GNorm = 0.1941, lr_0 = 9.9487e-04
Validation prc-auc = 0.032843
Epoch 7399
Loss = 8.0908e-03, PNorm = 433.5607, GNorm = 0.2060, lr_0 = 9.9487e-04
Loss = 6.1684e-02, PNorm = 433.5852, GNorm = 0.1290, lr_0 = 9.9487e-04
Validation prc-auc = 0.033232
Epoch 7400
Loss = 3.9787e-02, PNorm = 433.6173, GNorm = 1.8142, lr_0 = 9.9487e-04
Validation prc-auc = 0.038207
Epoch 7401
Loss = 4.7991e-02, PNorm = 433.6508, GNorm = 0.9787, lr_0 = 9.9487e-04
Validation prc-auc = 0.036885
Epoch 7402
Loss = 1.7548e-02, PNorm = 433.6816, GNorm = 0.9701, lr_0 = 9.9487e-04
Validation prc-auc = 0.042154
Epoch 7403
Loss = 2.1832e-02, PNorm = 433.7048, GNorm = 0.3381, lr_0 = 9.9487e-04
Validation prc-auc = 0.043880
Epoch 7404
Loss = 4.8604e-02, PNorm = 433.7252, GNorm = 2.4883, lr_0 = 9.9487e-04
Validation prc-auc = 0.039810
Epoch 7405
Loss = 3.2162e-02, PNorm = 433.7534, GNorm = 0.1384, lr_0 = 9.9487e-04
Validation prc-auc = 0.035306
Epoch 7406
Loss = 1.9322e-02, PNorm = 433.7882, GNorm = 0.6843, lr_0 = 9.9486e-04
Validation prc-auc = 0.033132
Epoch 7407
Loss = 1.2853e-02, PNorm = 433.8205, GNorm = 1.1001, lr_0 = 9.9486e-04
Validation prc-auc = 0.034278
Epoch 7408
Loss = 2.7415e-02, PNorm = 433.8482, GNorm = 0.5441, lr_0 = 9.9486e-04
Validation prc-auc = 0.025650
Epoch 7409
Loss = 1.1073e-01, PNorm = 433.8675, GNorm = 2.5422, lr_0 = 9.9486e-04
Loss = 1.7840e-02, PNorm = 433.8876, GNorm = 1.0421, lr_0 = 9.9486e-04
Validation prc-auc = 0.031524
Epoch 7410
Loss = 2.1849e-02, PNorm = 433.9049, GNorm = 0.0972, lr_0 = 9.9486e-04
Validation prc-auc = 0.038750
Epoch 7411
Loss = 1.8551e-02, PNorm = 433.9223, GNorm = 0.2796, lr_0 = 9.9486e-04
Validation prc-auc = 0.040886
Epoch 7412
Loss = 1.7307e-02, PNorm = 433.9461, GNorm = 0.1143, lr_0 = 9.9486e-04
Validation prc-auc = 0.049715
Epoch 7413
Loss = 4.4970e-02, PNorm = 433.9682, GNorm = 0.4730, lr_0 = 9.9486e-04
Validation prc-auc = 0.049840
Epoch 7414
Loss = 2.9858e-02, PNorm = 433.9982, GNorm = 0.3608, lr_0 = 9.9486e-04
Validation prc-auc = 0.033159
Epoch 7415
Loss = 2.8351e-02, PNorm = 434.0274, GNorm = 0.0747, lr_0 = 9.9486e-04
Validation prc-auc = 0.027870
Epoch 7416
Loss = 2.1073e-02, PNorm = 434.0562, GNorm = 0.0942, lr_0 = 9.9486e-04
Validation prc-auc = 0.021905
Epoch 7417
Loss = 3.7667e-02, PNorm = 434.0867, GNorm = 1.9409, lr_0 = 9.9486e-04
Validation prc-auc = 0.024388
Epoch 7418
Loss = 3.0766e-02, PNorm = 434.1209, GNorm = 0.3491, lr_0 = 9.9486e-04
Validation prc-auc = 0.029491
Epoch 7419
Loss = 8.8718e-03, PNorm = 434.1473, GNorm = 0.3569, lr_0 = 9.9485e-04
Loss = 2.3819e-02, PNorm = 434.1720, GNorm = 0.7367, lr_0 = 9.9485e-04
Validation prc-auc = 0.032030
Epoch 7420
Loss = 1.7952e-02, PNorm = 434.1877, GNorm = 0.1929, lr_0 = 9.9485e-04
Validation prc-auc = 0.038846
Epoch 7421
Loss = 2.9388e-02, PNorm = 434.2000, GNorm = 1.3110, lr_0 = 9.9485e-04
Validation prc-auc = 0.043641
Epoch 7422
Loss = 2.0427e-02, PNorm = 434.2183, GNorm = 0.0744, lr_0 = 9.9485e-04
Validation prc-auc = 0.041747
Epoch 7423
Loss = 7.3656e-03, PNorm = 434.2417, GNorm = 1.6987, lr_0 = 9.9485e-04
Validation prc-auc = 0.040270
Epoch 7424
Loss = 1.1509e-02, PNorm = 434.2596, GNorm = 0.2725, lr_0 = 9.9485e-04
Validation prc-auc = 0.045660
Epoch 7425
Loss = 6.3894e-02, PNorm = 434.2729, GNorm = 0.3633, lr_0 = 9.9485e-04
Validation prc-auc = 0.040448
Epoch 7426
Loss = 1.5611e-02, PNorm = 434.2878, GNorm = 0.0325, lr_0 = 9.9485e-04
Validation prc-auc = 0.042236
Epoch 7427
Loss = 4.9417e-02, PNorm = 434.3080, GNorm = 1.2128, lr_0 = 9.9485e-04
Validation prc-auc = 0.043384
Epoch 7428
Loss = 3.8751e-02, PNorm = 434.3337, GNorm = 1.6250, lr_0 = 9.9485e-04
Validation prc-auc = 0.030371
Epoch 7429
Loss = 1.5344e-02, PNorm = 434.3689, GNorm = 0.4893, lr_0 = 9.9485e-04
Loss = 3.2919e-02, PNorm = 434.4064, GNorm = 1.0884, lr_0 = 9.9485e-04
Validation prc-auc = 0.030381
Epoch 7430
Loss = 2.3239e-02, PNorm = 434.4340, GNorm = 1.2550, lr_0 = 9.9485e-04
Validation prc-auc = 0.039767
Epoch 7431
Loss = 2.5262e-02, PNorm = 434.4590, GNorm = 0.6081, lr_0 = 9.9485e-04
Validation prc-auc = 0.041356
Epoch 7432
Loss = 5.0995e-02, PNorm = 434.4894, GNorm = 0.0516, lr_0 = 9.9484e-04
Validation prc-auc = 0.041392
Epoch 7433
Loss = 3.9798e-02, PNorm = 434.5279, GNorm = 1.3671, lr_0 = 9.9484e-04
Validation prc-auc = 0.038674
Epoch 7434
Loss = 4.4625e-02, PNorm = 434.5691, GNorm = 1.3953, lr_0 = 9.9484e-04
Validation prc-auc = 0.036015
Epoch 7435
Loss = 3.8498e-02, PNorm = 434.6033, GNorm = 2.7656, lr_0 = 9.9484e-04
Validation prc-auc = 0.024288
Epoch 7436
Loss = 1.4773e-02, PNorm = 434.6299, GNorm = 0.5986, lr_0 = 9.9484e-04
Validation prc-auc = 0.020695
Epoch 7437
Loss = 6.2904e-02, PNorm = 434.6495, GNorm = 3.4833, lr_0 = 9.9484e-04
Validation prc-auc = 0.029274
Epoch 7438
Loss = 1.5432e-02, PNorm = 434.6772, GNorm = 1.5094, lr_0 = 9.9484e-04
Validation prc-auc = 0.031043
Epoch 7439
Loss = 3.1128e-02, PNorm = 434.7100, GNorm = 1.8799, lr_0 = 9.9484e-04
Loss = 2.2788e-02, PNorm = 434.7396, GNorm = 1.9114, lr_0 = 9.9484e-04
Validation prc-auc = 0.032110
Epoch 7440
Loss = 6.3709e-02, PNorm = 434.7745, GNorm = 1.4169, lr_0 = 9.9484e-04
Validation prc-auc = 0.033321
Epoch 7441
Loss = 3.9220e-02, PNorm = 434.8155, GNorm = 0.9708, lr_0 = 9.9484e-04
Validation prc-auc = 0.028790
Epoch 7442
Loss = 2.9318e-02, PNorm = 434.8538, GNorm = 0.5469, lr_0 = 9.9484e-04
Validation prc-auc = 0.032205
Epoch 7443
Loss = 2.8594e-02, PNorm = 434.8886, GNorm = 0.3744, lr_0 = 9.9484e-04
Validation prc-auc = 0.037419
Epoch 7444
Loss = 3.6825e-02, PNorm = 434.9212, GNorm = 0.1562, lr_0 = 9.9484e-04
Validation prc-auc = 0.036295
Epoch 7445
Loss = 7.5585e-02, PNorm = 434.9532, GNorm = 0.6344, lr_0 = 9.9484e-04
Validation prc-auc = 0.037422
Epoch 7446
Loss = 3.0957e-02, PNorm = 434.9814, GNorm = 1.2112, lr_0 = 9.9483e-04
Validation prc-auc = 0.034634
Epoch 7447
Loss = 2.6332e-02, PNorm = 435.0099, GNorm = 2.1443, lr_0 = 9.9483e-04
Validation prc-auc = 0.034430
Epoch 7448
Loss = 1.1284e-02, PNorm = 435.0420, GNorm = 0.6413, lr_0 = 9.9483e-04
Validation prc-auc = 0.041560
Epoch 7449
Loss = 5.3110e-03, PNorm = 435.0737, GNorm = 0.2941, lr_0 = 9.9483e-04
Loss = 1.4168e-02, PNorm = 435.0992, GNorm = 0.1601, lr_0 = 9.9483e-04
Validation prc-auc = 0.043900
Epoch 7450
Loss = 4.9908e-02, PNorm = 435.1181, GNorm = 0.2514, lr_0 = 9.9483e-04
Validation prc-auc = 0.040323
Epoch 7451
Loss = 3.7213e-02, PNorm = 435.1418, GNorm = 1.1384, lr_0 = 9.9483e-04
Validation prc-auc = 0.023648
Epoch 7452
Loss = 3.4685e-02, PNorm = 435.1635, GNorm = 0.1240, lr_0 = 9.9483e-04
Validation prc-auc = 0.024533
Epoch 7453
Loss = 3.6473e-02, PNorm = 435.1909, GNorm = 0.1295, lr_0 = 9.9483e-04
Validation prc-auc = 0.023582
Epoch 7454
Loss = 3.3635e-02, PNorm = 435.2128, GNorm = 0.7349, lr_0 = 9.9483e-04
Validation prc-auc = 0.023947
Epoch 7455
Loss = 1.8759e-02, PNorm = 435.2432, GNorm = 0.4087, lr_0 = 9.9483e-04
Validation prc-auc = 0.029950
Epoch 7456
Loss = 3.0589e-02, PNorm = 435.2627, GNorm = 0.1986, lr_0 = 9.9483e-04
Validation prc-auc = 0.050713
Epoch 7457
Loss = 3.9517e-02, PNorm = 435.2864, GNorm = 0.1170, lr_0 = 9.9483e-04
Validation prc-auc = 0.057431
Epoch 7458
Loss = 6.0062e-03, PNorm = 435.3088, GNorm = 0.0645, lr_0 = 9.9483e-04
Validation prc-auc = 0.060832
Epoch 7459
Loss = 1.3295e-01, PNorm = 435.3276, GNorm = 2.1716, lr_0 = 9.9482e-04
Loss = 2.0892e-02, PNorm = 435.3471, GNorm = 3.3668, lr_0 = 9.9482e-04
Validation prc-auc = 0.060991
Epoch 7460
Loss = 1.5922e-02, PNorm = 435.3729, GNorm = 1.5233, lr_0 = 9.9482e-04
Validation prc-auc = 0.057441
Epoch 7461
Loss = 2.3151e-02, PNorm = 435.3970, GNorm = 2.4409, lr_0 = 9.9482e-04
Validation prc-auc = 0.057638
Epoch 7462
Loss = 4.4295e-02, PNorm = 435.4221, GNorm = 0.6371, lr_0 = 9.9482e-04
Validation prc-auc = 0.058584
Epoch 7463
Loss = 2.9695e-02, PNorm = 435.4468, GNorm = 1.4256, lr_0 = 9.9482e-04
Validation prc-auc = 0.059725
Epoch 7464
Loss = 7.9584e-03, PNorm = 435.4675, GNorm = 0.1804, lr_0 = 9.9482e-04
Validation prc-auc = 0.057185
Epoch 7465
Loss = 1.8448e-02, PNorm = 435.4844, GNorm = 0.1146, lr_0 = 9.9482e-04
Validation prc-auc = 0.052606
Epoch 7466
Loss = 5.1053e-02, PNorm = 435.5107, GNorm = 3.4437, lr_0 = 9.9482e-04
Validation prc-auc = 0.047885
Epoch 7467
Loss = 2.2363e-02, PNorm = 435.5341, GNorm = 1.9243, lr_0 = 9.9482e-04
Validation prc-auc = 0.045047
Epoch 7468
Loss = 9.2012e-02, PNorm = 435.5626, GNorm = 2.0501, lr_0 = 9.9482e-04
Validation prc-auc = 0.042503
Epoch 7469
Loss = 5.2929e-03, PNorm = 435.5994, GNorm = 0.2636, lr_0 = 9.9482e-04
Loss = 3.9406e-02, PNorm = 435.6323, GNorm = 1.2366, lr_0 = 9.9482e-04
Validation prc-auc = 0.043843
Epoch 7470
Loss = 3.6439e-02, PNorm = 435.6702, GNorm = 0.0579, lr_0 = 9.9482e-04
Validation prc-auc = 0.046051
Epoch 7471
Loss = 4.4153e-02, PNorm = 435.7053, GNorm = 1.1905, lr_0 = 9.9482e-04
Validation prc-auc = 0.048948
Epoch 7472
Loss = 7.3156e-02, PNorm = 435.7468, GNorm = 0.5255, lr_0 = 9.9481e-04
Validation prc-auc = 0.049604
Epoch 7473
Loss = 4.0396e-02, PNorm = 435.7815, GNorm = 0.9764, lr_0 = 9.9481e-04
Validation prc-auc = 0.044060
Epoch 7474
Loss = 1.8811e-02, PNorm = 435.8064, GNorm = 0.1679, lr_0 = 9.9481e-04
Validation prc-auc = 0.049380
Epoch 7475
Loss = 1.8138e-02, PNorm = 435.8273, GNorm = 0.1729, lr_0 = 9.9481e-04
Validation prc-auc = 0.051583
Epoch 7476
Loss = 7.4367e-03, PNorm = 435.8427, GNorm = 0.0824, lr_0 = 9.9481e-04
Validation prc-auc = 0.053924
Epoch 7477
Loss = 6.1466e-02, PNorm = 435.8599, GNorm = 0.5644, lr_0 = 9.9481e-04
Validation prc-auc = 0.056296
Epoch 7478
Loss = 1.5751e-02, PNorm = 435.8805, GNorm = 0.5123, lr_0 = 9.9481e-04
Validation prc-auc = 0.053407
Epoch 7479
Loss = 6.9527e-03, PNorm = 435.8963, GNorm = 0.5941, lr_0 = 9.9481e-04
Loss = 2.9902e-02, PNorm = 435.9180, GNorm = 0.7837, lr_0 = 9.9481e-04
Validation prc-auc = 0.053626
Epoch 7480
Loss = 1.7165e-02, PNorm = 435.9434, GNorm = 0.6130, lr_0 = 9.9481e-04
Validation prc-auc = 0.056677
Epoch 7481
Loss = 5.1257e-02, PNorm = 435.9724, GNorm = 0.5998, lr_0 = 9.9481e-04
Validation prc-auc = 0.053997
Epoch 7482
Loss = 2.6013e-02, PNorm = 436.0033, GNorm = 1.0801, lr_0 = 9.9481e-04
Validation prc-auc = 0.066119
Epoch 7483
Loss = 6.0531e-02, PNorm = 436.0294, GNorm = 1.1084, lr_0 = 9.9481e-04
Validation prc-auc = 0.068288
Epoch 7484
Loss = 3.8225e-02, PNorm = 436.0628, GNorm = 0.9119, lr_0 = 9.9481e-04
Validation prc-auc = 0.066315
Epoch 7485
Loss = 6.2213e-02, PNorm = 436.0923, GNorm = 1.8835, lr_0 = 9.9480e-04
Validation prc-auc = 0.057499
Epoch 7486
Loss = 4.3871e-02, PNorm = 436.1261, GNorm = 0.1951, lr_0 = 9.9480e-04
Validation prc-auc = 0.048915
Epoch 7487
Loss = 1.8359e-02, PNorm = 436.1609, GNorm = 0.2288, lr_0 = 9.9480e-04
Validation prc-auc = 0.051289
Epoch 7488
Loss = 4.3458e-03, PNorm = 436.1890, GNorm = 0.4323, lr_0 = 9.9480e-04
Validation prc-auc = 0.047615
Epoch 7489
Loss = 2.0190e-03, PNorm = 436.2129, GNorm = 0.0860, lr_0 = 9.9480e-04
Loss = 5.6793e-02, PNorm = 436.2450, GNorm = 2.0180, lr_0 = 9.9480e-04
Validation prc-auc = 0.048377
Epoch 7490
Loss = 4.3048e-02, PNorm = 436.2759, GNorm = 0.4248, lr_0 = 9.9480e-04
Validation prc-auc = 0.048496
Epoch 7491
Loss = 1.9467e-02, PNorm = 436.3056, GNorm = 0.4492, lr_0 = 9.9480e-04
Validation prc-auc = 0.047590
Epoch 7492
Loss = 4.0023e-02, PNorm = 436.3289, GNorm = 1.2448, lr_0 = 9.9480e-04
Validation prc-auc = 0.043271
Epoch 7493
Loss = 1.6982e-02, PNorm = 436.3530, GNorm = 1.2069, lr_0 = 9.9480e-04
Validation prc-auc = 0.055271
Epoch 7494
Loss = 4.8605e-02, PNorm = 436.3800, GNorm = 1.3773, lr_0 = 9.9480e-04
Validation prc-auc = 0.044318
Epoch 7495
Loss = 1.4937e-02, PNorm = 436.4095, GNorm = 0.3854, lr_0 = 9.9480e-04
Validation prc-auc = 0.045929
Epoch 7496
Loss = 6.7762e-02, PNorm = 436.4384, GNorm = 3.8012, lr_0 = 9.9480e-04
Validation prc-auc = 0.050738
Epoch 7497
Loss = 9.2313e-03, PNorm = 436.4710, GNorm = 0.3834, lr_0 = 9.9480e-04
Validation prc-auc = 0.050657
Epoch 7498
Loss = 2.4828e-02, PNorm = 436.4974, GNorm = 2.1333, lr_0 = 9.9480e-04
Validation prc-auc = 0.047452
Epoch 7499
Loss = 1.1848e-02, PNorm = 436.5176, GNorm = 0.4863, lr_0 = 9.9479e-04
Loss = 6.8579e-02, PNorm = 436.5423, GNorm = 0.6376, lr_0 = 9.9479e-04
Validation prc-auc = 0.047036
Epoch 7500
Loss = 1.6619e-02, PNorm = 436.5714, GNorm = 0.3289, lr_0 = 9.9479e-04
Validation prc-auc = 0.041915
Epoch 7501
Loss = 3.1829e-02, PNorm = 436.5927, GNorm = 1.7808, lr_0 = 9.9479e-04
Validation prc-auc = 0.048754
Epoch 7502
Loss = 2.4055e-02, PNorm = 436.6100, GNorm = 0.0813, lr_0 = 9.9479e-04
Validation prc-auc = 0.050414
Epoch 7503
Loss = 2.6633e-02, PNorm = 436.6265, GNorm = 0.9163, lr_0 = 9.9479e-04
Validation prc-auc = 0.056236
Epoch 7504
Loss = 4.5428e-02, PNorm = 436.6536, GNorm = 0.1080, lr_0 = 9.9479e-04
Validation prc-auc = 0.056403
Epoch 7505
Loss = 2.1830e-02, PNorm = 436.6839, GNorm = 0.4630, lr_0 = 9.9479e-04
Validation prc-auc = 0.056794
Epoch 7506
Loss = 1.3634e-02, PNorm = 436.7295, GNorm = 1.8355, lr_0 = 9.9479e-04
Validation prc-auc = 0.052449
Epoch 7507
Loss = 1.2914e-02, PNorm = 436.7695, GNorm = 0.1970, lr_0 = 9.9479e-04
Validation prc-auc = 0.050046
Epoch 7508
Loss = 1.7687e-02, PNorm = 436.8012, GNorm = 0.3794, lr_0 = 9.9479e-04
Validation prc-auc = 0.072349
Epoch 7509
Loss = 1.4795e-02, PNorm = 436.8296, GNorm = 0.8147, lr_0 = 9.9479e-04
Loss = 2.9734e-02, PNorm = 436.8616, GNorm = 1.7321, lr_0 = 9.9479e-04
Validation prc-auc = 0.077244
Epoch 7510
Loss = 4.2323e-02, PNorm = 436.9000, GNorm = 0.9084, lr_0 = 9.9479e-04
Validation prc-auc = 0.076890
Epoch 7511
Loss = 3.1584e-02, PNorm = 436.9414, GNorm = 0.0394, lr_0 = 9.9479e-04
Validation prc-auc = 0.073422
Epoch 7512
Loss = 3.3001e-02, PNorm = 436.9755, GNorm = 3.0139, lr_0 = 9.9478e-04
Validation prc-auc = 0.064600
Epoch 7513
Loss = 1.5938e-02, PNorm = 437.0118, GNorm = 0.4339, lr_0 = 9.9478e-04
Validation prc-auc = 0.050925
Epoch 7514
Loss = 1.5888e-02, PNorm = 437.0403, GNorm = 0.2278, lr_0 = 9.9478e-04
Validation prc-auc = 0.054834
Epoch 7515
Loss = 2.4515e-02, PNorm = 437.0622, GNorm = 0.0364, lr_0 = 9.9478e-04
Validation prc-auc = 0.051692
Epoch 7516
Loss = 1.9916e-02, PNorm = 437.0792, GNorm = 0.0612, lr_0 = 9.9478e-04
Validation prc-auc = 0.063135
Epoch 7517
Loss = 1.7439e-02, PNorm = 437.1017, GNorm = 1.5398, lr_0 = 9.9478e-04
Validation prc-auc = 0.056892
Epoch 7518
Loss = 3.2538e-02, PNorm = 437.1257, GNorm = 0.7088, lr_0 = 9.9478e-04
Validation prc-auc = 0.048421
Epoch 7519
Loss = 2.1680e-02, PNorm = 437.1589, GNorm = 1.0482, lr_0 = 9.9478e-04
Loss = 2.3386e-02, PNorm = 437.1884, GNorm = 1.5541, lr_0 = 9.9478e-04
Validation prc-auc = 0.038327
Epoch 7520
Loss = 1.2308e-02, PNorm = 437.2103, GNorm = 0.1865, lr_0 = 9.9478e-04
Validation prc-auc = 0.042567
Epoch 7521
Loss = 3.7098e-02, PNorm = 437.2309, GNorm = 1.4993, lr_0 = 9.9478e-04
Validation prc-auc = 0.046956
Epoch 7522
Loss = 9.4379e-03, PNorm = 437.2493, GNorm = 0.2338, lr_0 = 9.9478e-04
Validation prc-auc = 0.056349
Epoch 7523
Loss = 4.2816e-03, PNorm = 437.2702, GNorm = 0.2269, lr_0 = 9.9478e-04
Validation prc-auc = 0.055114
Epoch 7524
Loss = 2.1704e-02, PNorm = 437.2930, GNorm = 4.4780, lr_0 = 9.9478e-04
Validation prc-auc = 0.058167
Epoch 7525
Loss = 4.2027e-02, PNorm = 437.3193, GNorm = 0.3589, lr_0 = 9.9477e-04
Validation prc-auc = 0.053900
Epoch 7526
Loss = 2.5678e-02, PNorm = 437.3432, GNorm = 0.3869, lr_0 = 9.9477e-04
Validation prc-auc = 0.058654
Epoch 7527
Loss = 6.9699e-03, PNorm = 437.3632, GNorm = 1.1964, lr_0 = 9.9477e-04
Validation prc-auc = 0.056912
Epoch 7528
Loss = 8.9185e-02, PNorm = 437.3846, GNorm = 0.1569, lr_0 = 9.9477e-04
Validation prc-auc = 0.058772
Epoch 7529
Loss = 2.0446e-03, PNorm = 437.4118, GNorm = 0.1793, lr_0 = 9.9477e-04
Loss = 6.7842e-02, PNorm = 437.4429, GNorm = 0.3245, lr_0 = 9.9477e-04
Validation prc-auc = 0.057337
Epoch 7530
Loss = 2.1939e-02, PNorm = 437.4827, GNorm = 1.4137, lr_0 = 9.9477e-04
Validation prc-auc = 0.051637
Epoch 7531
Loss = 2.6150e-02, PNorm = 437.5078, GNorm = 2.1779, lr_0 = 9.9477e-04
Validation prc-auc = 0.054818
Epoch 7532
Loss = 2.8765e-02, PNorm = 437.5311, GNorm = 2.0816, lr_0 = 9.9477e-04
Validation prc-auc = 0.054078
Epoch 7533
Loss = 2.6159e-02, PNorm = 437.5670, GNorm = 0.2289, lr_0 = 9.9477e-04
Validation prc-auc = 0.059835
Epoch 7534
Loss = 2.1673e-02, PNorm = 437.6060, GNorm = 0.2002, lr_0 = 9.9477e-04
Validation prc-auc = 0.057934
Epoch 7535
Loss = 1.7851e-02, PNorm = 437.6357, GNorm = 1.1438, lr_0 = 9.9477e-04
Validation prc-auc = 0.060048
Epoch 7536
Loss = 1.1140e-01, PNorm = 437.6579, GNorm = 1.1153, lr_0 = 9.9477e-04
Validation prc-auc = 0.032535
Epoch 7537
Loss = 4.2768e-02, PNorm = 437.6776, GNorm = 0.4031, lr_0 = 9.9477e-04
Validation prc-auc = 0.029920
Epoch 7538
Loss = 2.5323e-02, PNorm = 437.6971, GNorm = 1.0850, lr_0 = 9.9477e-04
Validation prc-auc = 0.048322
Epoch 7539
Loss = 3.8207e-03, PNorm = 437.7097, GNorm = 0.1716, lr_0 = 9.9476e-04
Loss = 1.5229e-02, PNorm = 437.7197, GNorm = 0.0150, lr_0 = 9.9476e-04
Validation prc-auc = 0.052702
Epoch 7540
Loss = 4.9292e-02, PNorm = 437.7381, GNorm = 2.9091, lr_0 = 9.9476e-04
Validation prc-auc = 0.059453
Epoch 7541
Loss = 1.3964e-02, PNorm = 437.7596, GNorm = 2.8704, lr_0 = 9.9476e-04
Validation prc-auc = 0.059396
Epoch 7542
Loss = 3.1762e-02, PNorm = 437.7876, GNorm = 1.5305, lr_0 = 9.9476e-04
Validation prc-auc = 0.042524
Epoch 7543
Loss = 3.2573e-02, PNorm = 437.8153, GNorm = 0.1948, lr_0 = 9.9476e-04
Validation prc-auc = 0.041960
Epoch 7544
Loss = 4.6443e-02, PNorm = 437.8382, GNorm = 1.1677, lr_0 = 9.9476e-04
Validation prc-auc = 0.044560
Epoch 7545
Loss = 3.0047e-02, PNorm = 437.8557, GNorm = 1.5285, lr_0 = 9.9476e-04
Validation prc-auc = 0.044645
Epoch 7546
Loss = 1.6088e-02, PNorm = 437.8810, GNorm = 0.1237, lr_0 = 9.9476e-04
Validation prc-auc = 0.061120
Epoch 7547
Loss = 5.7420e-02, PNorm = 437.9123, GNorm = 0.0791, lr_0 = 9.9476e-04
Validation prc-auc = 0.059553
Epoch 7548
Loss = 2.9570e-02, PNorm = 437.9385, GNorm = 1.1944, lr_0 = 9.9476e-04
Validation prc-auc = 0.060865
Epoch 7549
Loss = 4.9932e-03, PNorm = 437.9676, GNorm = 0.3989, lr_0 = 9.9476e-04
Loss = 1.0295e-01, PNorm = 438.0084, GNorm = 0.6901, lr_0 = 9.9476e-04
Validation prc-auc = 0.048704
Epoch 7550
Loss = 6.4079e-02, PNorm = 438.0596, GNorm = 1.7598, lr_0 = 9.9476e-04
Validation prc-auc = 0.060392
Epoch 7551
Loss = 5.1588e-02, PNorm = 438.1086, GNorm = 0.8207, lr_0 = 9.9475e-04
Validation prc-auc = 0.067706
Epoch 7552
Loss = 5.8691e-02, PNorm = 438.1564, GNorm = 0.5252, lr_0 = 9.9475e-04
Validation prc-auc = 0.068471
Epoch 7553
Loss = 4.6597e-02, PNorm = 438.1948, GNorm = 0.2682, lr_0 = 9.9475e-04
Validation prc-auc = 0.064927
Epoch 7554
Loss = 3.2130e-02, PNorm = 438.2280, GNorm = 0.3769, lr_0 = 9.9475e-04
Validation prc-auc = 0.061243
Epoch 7555
Loss = 6.6192e-02, PNorm = 438.2569, GNorm = 0.4947, lr_0 = 9.9475e-04
Validation prc-auc = 0.058717
Epoch 7556
Loss = 3.1386e-02, PNorm = 438.2941, GNorm = 0.3592, lr_0 = 9.9475e-04
Validation prc-auc = 0.063228
Epoch 7557
Loss = 1.9037e-02, PNorm = 438.3242, GNorm = 0.9267, lr_0 = 9.9475e-04
Validation prc-auc = 0.063633
Epoch 7558
Loss = 3.9258e-03, PNorm = 438.3483, GNorm = 0.1960, lr_0 = 9.9475e-04
Validation prc-auc = 0.061185
Epoch 7559
Loss = 8.4968e-03, PNorm = 438.3701, GNorm = 0.5301, lr_0 = 9.9475e-04
Loss = 3.9094e-02, PNorm = 438.3959, GNorm = 0.3328, lr_0 = 9.9475e-04
Validation prc-auc = 0.058457
Epoch 7560
Loss = 4.5428e-02, PNorm = 438.4203, GNorm = 0.4309, lr_0 = 9.9475e-04
Validation prc-auc = 0.038740
Epoch 7561
Loss = 2.2843e-02, PNorm = 438.4438, GNorm = 0.0835, lr_0 = 9.9475e-04
Validation prc-auc = 0.038670
Epoch 7562
Loss = 3.6155e-02, PNorm = 438.4651, GNorm = 0.1368, lr_0 = 9.9475e-04
Validation prc-auc = 0.040994
Epoch 7563
Loss = 2.2505e-02, PNorm = 438.4859, GNorm = 0.0794, lr_0 = 9.9475e-04
Validation prc-auc = 0.043240
Epoch 7564
Loss = 1.2077e-02, PNorm = 438.5033, GNorm = 0.5168, lr_0 = 9.9475e-04
Validation prc-auc = 0.057467
Epoch 7565
Loss = 2.9850e-02, PNorm = 438.5198, GNorm = 0.9535, lr_0 = 9.9474e-04
Validation prc-auc = 0.055407
Epoch 7566
Loss = 1.4381e-02, PNorm = 438.5378, GNorm = 0.0995, lr_0 = 9.9474e-04
Validation prc-auc = 0.053907
Epoch 7567
Loss = 2.4509e-02, PNorm = 438.5581, GNorm = 2.2489, lr_0 = 9.9474e-04
Validation prc-auc = 0.055583
Epoch 7568
Loss = 2.9118e-02, PNorm = 438.5727, GNorm = 0.0997, lr_0 = 9.9474e-04
Validation prc-auc = 0.056528
Epoch 7569
Loss = 8.9778e-03, PNorm = 438.5944, GNorm = 0.5493, lr_0 = 9.9474e-04
Loss = 1.6955e-02, PNorm = 438.6216, GNorm = 0.5544, lr_0 = 9.9474e-04
Validation prc-auc = 0.052005
Epoch 7570
Loss = 1.9809e-02, PNorm = 438.6428, GNorm = 1.5777, lr_0 = 9.9474e-04
Validation prc-auc = 0.052093
Epoch 7571
Loss = 3.0312e-02, PNorm = 438.6668, GNorm = 0.9944, lr_0 = 9.9474e-04
Validation prc-auc = 0.056208
Epoch 7572
Loss = 1.0939e-02, PNorm = 438.6934, GNorm = 0.0494, lr_0 = 9.9474e-04
Validation prc-auc = 0.060611
Epoch 7573
Loss = 2.8093e-02, PNorm = 438.7147, GNorm = 0.5956, lr_0 = 9.9474e-04
Validation prc-auc = 0.063444
Epoch 7574
Loss = 2.3471e-02, PNorm = 438.7428, GNorm = 1.1981, lr_0 = 9.9474e-04
Validation prc-auc = 0.055663
Epoch 7575
Loss = 4.2558e-03, PNorm = 438.7696, GNorm = 0.7024, lr_0 = 9.9474e-04
Validation prc-auc = 0.051550
Epoch 7576
Loss = 9.3738e-02, PNorm = 438.7918, GNorm = 2.9416, lr_0 = 9.9474e-04
Validation prc-auc = 0.036396
Epoch 7577
Loss = 3.8407e-02, PNorm = 438.8215, GNorm = 1.3963, lr_0 = 9.9474e-04
Validation prc-auc = 0.026809
Epoch 7578
Loss = 9.6604e-03, PNorm = 438.8454, GNorm = 0.1324, lr_0 = 9.9474e-04
Validation prc-auc = 0.043362
Epoch 7579
Loss = 3.1471e-03, PNorm = 438.8645, GNorm = 0.2440, lr_0 = 9.9473e-04
Loss = 3.0858e-02, PNorm = 438.8829, GNorm = 1.4405, lr_0 = 9.9473e-04
Validation prc-auc = 0.050946
Epoch 7580
Loss = 3.2100e-02, PNorm = 438.9024, GNorm = 0.3748, lr_0 = 9.9473e-04
Validation prc-auc = 0.050814
Epoch 7581
Loss = 2.6898e-02, PNorm = 438.9230, GNorm = 1.3565, lr_0 = 9.9473e-04
Validation prc-auc = 0.051042
Epoch 7582
Loss = 2.0870e-02, PNorm = 438.9425, GNorm = 0.9349, lr_0 = 9.9473e-04
Validation prc-auc = 0.049627
Epoch 7583
Loss = 1.4128e-02, PNorm = 438.9667, GNorm = 0.2046, lr_0 = 9.9473e-04
Validation prc-auc = 0.051251
Epoch 7584
Loss = 1.7954e-02, PNorm = 438.9870, GNorm = 0.0292, lr_0 = 9.9473e-04
Validation prc-auc = 0.054471
Epoch 7585
Loss = 6.4169e-03, PNorm = 439.0043, GNorm = 0.1362, lr_0 = 9.9473e-04
Validation prc-auc = 0.054474
Epoch 7586
Loss = 1.2094e-02, PNorm = 439.0236, GNorm = 0.3842, lr_0 = 9.9473e-04
Validation prc-auc = 0.057029
Epoch 7587
Loss = 6.0737e-03, PNorm = 439.0475, GNorm = 0.5132, lr_0 = 9.9473e-04
Validation prc-auc = 0.049804
Epoch 7588
Loss = 6.6834e-02, PNorm = 439.0733, GNorm = 0.2601, lr_0 = 9.9473e-04
Validation prc-auc = 0.050352
Epoch 7589
Loss = 7.4336e-03, PNorm = 439.0991, GNorm = 0.3186, lr_0 = 9.9473e-04
Loss = 3.2019e-02, PNorm = 439.1228, GNorm = 0.3044, lr_0 = 9.9473e-04
Validation prc-auc = 0.054637
Epoch 7590
Loss = 3.2210e-02, PNorm = 439.1416, GNorm = 0.9759, lr_0 = 9.9473e-04
Validation prc-auc = 0.057301
Epoch 7591
Loss = 1.6776e-02, PNorm = 439.1546, GNorm = 0.3935, lr_0 = 9.9472e-04
Validation prc-auc = 0.059435
Epoch 7592
Loss = 3.3201e-02, PNorm = 439.1716, GNorm = 0.0891, lr_0 = 9.9472e-04
Validation prc-auc = 0.047711
Epoch 7593
Loss = 6.6002e-02, PNorm = 439.1964, GNorm = 3.0210, lr_0 = 9.9472e-04
Validation prc-auc = 0.045303
Epoch 7594
Loss = 2.4827e-02, PNorm = 439.2323, GNorm = 0.2117, lr_0 = 9.9472e-04
Validation prc-auc = 0.042686
Epoch 7595
Loss = 4.4094e-02, PNorm = 439.2617, GNorm = 0.8738, lr_0 = 9.9472e-04
Validation prc-auc = 0.036068
Epoch 7596
Loss = 1.3265e-02, PNorm = 439.2864, GNorm = 0.2575, lr_0 = 9.9472e-04
Validation prc-auc = 0.034748
Epoch 7597
Loss = 7.6005e-02, PNorm = 439.3078, GNorm = 3.0234, lr_0 = 9.9472e-04
Validation prc-auc = 0.031230
Epoch 7598
Loss = 1.4817e-02, PNorm = 439.3422, GNorm = 0.6238, lr_0 = 9.9472e-04
Validation prc-auc = 0.032603
Epoch 7599
Loss = 2.9111e-02, PNorm = 439.3713, GNorm = 1.4986, lr_0 = 9.9472e-04
Loss = 8.1869e-02, PNorm = 439.4062, GNorm = 1.6710, lr_0 = 9.9472e-04
Validation prc-auc = 0.020990
Epoch 7600
Loss = 2.6582e-02, PNorm = 439.4432, GNorm = 1.0782, lr_0 = 9.9472e-04
Validation prc-auc = 0.030145
Epoch 7601
Loss = 2.6878e-02, PNorm = 439.4715, GNorm = 0.0686, lr_0 = 9.9472e-04
Validation prc-auc = 0.038772
Epoch 7602
Loss = 5.7183e-02, PNorm = 439.5062, GNorm = 3.2266, lr_0 = 9.9472e-04
Validation prc-auc = 0.032675
Epoch 7603
Loss = 1.4954e-02, PNorm = 439.5421, GNorm = 0.1458, lr_0 = 9.9472e-04
Validation prc-auc = 0.033559
Epoch 7604
Loss = 1.7352e-02, PNorm = 439.5694, GNorm = 2.2836, lr_0 = 9.9472e-04
Validation prc-auc = 0.045766
Epoch 7605
Loss = 7.3434e-03, PNorm = 439.6008, GNorm = 0.8398, lr_0 = 9.9471e-04
Validation prc-auc = 0.055502
Epoch 7606
Loss = 4.2985e-02, PNorm = 439.6433, GNorm = 3.0852, lr_0 = 9.9471e-04
Validation prc-auc = 0.060818
Epoch 7607
Loss = 2.5204e-02, PNorm = 439.7036, GNorm = 0.8801, lr_0 = 9.9471e-04
Validation prc-auc = 0.057929
Epoch 7608
Loss = 2.3787e-02, PNorm = 439.7569, GNorm = 0.3238, lr_0 = 9.9471e-04
Validation prc-auc = 0.058035
Epoch 7609
Loss = 6.9196e-02, PNorm = 439.7927, GNorm = 1.6139, lr_0 = 9.9471e-04
Loss = 2.0562e-02, PNorm = 439.8244, GNorm = 1.5584, lr_0 = 9.9471e-04
Validation prc-auc = 0.060009
Epoch 7610
Loss = 3.9474e-02, PNorm = 439.8581, GNorm = 1.2923, lr_0 = 9.9471e-04
Validation prc-auc = 0.062830
Epoch 7611
Loss = 7.0728e-02, PNorm = 439.8981, GNorm = 0.7419, lr_0 = 9.9471e-04
Validation prc-auc = 0.067416
Epoch 7612
Loss = 2.5703e-02, PNorm = 439.9370, GNorm = 0.5281, lr_0 = 9.9471e-04
Validation prc-auc = 0.071272
Epoch 7613
Loss = 2.0515e-02, PNorm = 439.9612, GNorm = 0.0489, lr_0 = 9.9471e-04
Validation prc-auc = 0.070670
Epoch 7614
Loss = 1.6850e-02, PNorm = 439.9802, GNorm = 1.7036, lr_0 = 9.9471e-04
Validation prc-auc = 0.070012
Epoch 7615
Loss = 9.7061e-03, PNorm = 439.9991, GNorm = 0.0409, lr_0 = 9.9471e-04
Validation prc-auc = 0.066660
Epoch 7616
Loss = 5.9556e-02, PNorm = 440.0166, GNorm = 0.1647, lr_0 = 9.9471e-04
Validation prc-auc = 0.071727
Epoch 7617
Loss = 2.9626e-02, PNorm = 440.0340, GNorm = 1.3574, lr_0 = 9.9471e-04
Validation prc-auc = 0.072111
Epoch 7618
Loss = 5.0101e-02, PNorm = 440.0551, GNorm = 4.2163, lr_0 = 9.9470e-04
Validation prc-auc = 0.066582
Epoch 7619
Loss = 4.0636e-03, PNorm = 440.0846, GNorm = 0.1389, lr_0 = 9.9470e-04
Loss = 2.9042e-02, PNorm = 440.1138, GNorm = 0.1248, lr_0 = 9.9470e-04
Validation prc-auc = 0.055428
Epoch 7620
Loss = 4.6976e-02, PNorm = 440.1389, GNorm = 2.5659, lr_0 = 9.9470e-04
Validation prc-auc = 0.031989
Epoch 7621
Loss = 3.4086e-02, PNorm = 440.1585, GNorm = 0.5288, lr_0 = 9.9470e-04
Validation prc-auc = 0.030508
Epoch 7622
Loss = 1.4018e-02, PNorm = 440.1801, GNorm = 0.8269, lr_0 = 9.9470e-04
Validation prc-auc = 0.030700
Epoch 7623
Loss = 3.0646e-02, PNorm = 440.1999, GNorm = 0.2677, lr_0 = 9.9470e-04
Validation prc-auc = 0.032551
Epoch 7624
Loss = 2.7123e-02, PNorm = 440.2155, GNorm = 1.0273, lr_0 = 9.9470e-04
Validation prc-auc = 0.048199
Epoch 7625
Loss = 4.0188e-02, PNorm = 440.2321, GNorm = 0.9399, lr_0 = 9.9470e-04
Validation prc-auc = 0.054558
Epoch 7626
Loss = 1.2020e-02, PNorm = 440.2487, GNorm = 0.1631, lr_0 = 9.9470e-04
Validation prc-auc = 0.058356
Epoch 7627
Loss = 2.6113e-02, PNorm = 440.2651, GNorm = 0.4072, lr_0 = 9.9470e-04
Validation prc-auc = 0.066334
Epoch 7628
Loss = 5.7167e-02, PNorm = 440.2864, GNorm = 2.0213, lr_0 = 9.9470e-04
Validation prc-auc = 0.051742
Epoch 7629
Loss = 4.0897e-02, PNorm = 440.3129, GNorm = 1.2109, lr_0 = 9.9470e-04
Loss = 1.7746e-02, PNorm = 440.3350, GNorm = 0.3499, lr_0 = 9.9470e-04
Validation prc-auc = 0.045188
Epoch 7630
Loss = 4.2573e-02, PNorm = 440.3563, GNorm = 0.0934, lr_0 = 9.9470e-04
Validation prc-auc = 0.028418
Epoch 7631
Loss = 5.1276e-02, PNorm = 440.3779, GNorm = 0.7598, lr_0 = 9.9469e-04
Validation prc-auc = 0.031264
Epoch 7632
Loss = 6.3815e-02, PNorm = 440.4046, GNorm = 0.3582, lr_0 = 9.9469e-04
Validation prc-auc = 0.027232
Epoch 7633
Loss = 5.6200e-02, PNorm = 440.4392, GNorm = 1.1898, lr_0 = 9.9469e-04
Validation prc-auc = 0.033037
Epoch 7634
Loss = 2.8014e-02, PNorm = 440.4768, GNorm = 0.2036, lr_0 = 9.9469e-04
Validation prc-auc = 0.038458
Epoch 7635
Loss = 6.7266e-02, PNorm = 440.5123, GNorm = 1.6345, lr_0 = 9.9469e-04
Validation prc-auc = 0.033856
Epoch 7636
Loss = 2.2900e-02, PNorm = 440.5434, GNorm = 0.7147, lr_0 = 9.9469e-04
Validation prc-auc = 0.034139
Epoch 7637
Loss = 1.4272e-02, PNorm = 440.5700, GNorm = 0.1482, lr_0 = 9.9469e-04
Validation prc-auc = 0.045143
Epoch 7638
Loss = 1.8715e-02, PNorm = 440.5911, GNorm = 0.1232, lr_0 = 9.9469e-04
Validation prc-auc = 0.026103
Epoch 7639
Loss = 6.2356e-02, PNorm = 440.6117, GNorm = 1.0011, lr_0 = 9.9469e-04
Loss = 3.4854e-02, PNorm = 440.6284, GNorm = 0.6215, lr_0 = 9.9469e-04
Validation prc-auc = 0.027652
Epoch 7640
Loss = 2.1359e-02, PNorm = 440.6467, GNorm = 0.2730, lr_0 = 9.9469e-04
Validation prc-auc = 0.029183
Epoch 7641
Loss = 8.2070e-03, PNorm = 440.6628, GNorm = 0.1243, lr_0 = 9.9469e-04
Validation prc-auc = 0.040857
Epoch 7642
Loss = 1.5653e-02, PNorm = 440.6759, GNorm = 0.1443, lr_0 = 9.9469e-04
Validation prc-auc = 0.044672
Epoch 7643
Loss = 4.1007e-02, PNorm = 440.6900, GNorm = 1.2124, lr_0 = 9.9469e-04
Validation prc-auc = 0.047126
Epoch 7644
Loss = 7.8008e-02, PNorm = 440.7115, GNorm = 2.9039, lr_0 = 9.9469e-04
Validation prc-auc = 0.048278
Epoch 7645
Loss = 9.1997e-02, PNorm = 440.7456, GNorm = 1.1151, lr_0 = 9.9468e-04
Validation prc-auc = 0.024663
Epoch 7646
Loss = 2.6625e-02, PNorm = 440.7856, GNorm = 0.3954, lr_0 = 9.9468e-04
Validation prc-auc = 0.022607
Epoch 7647
Loss = 3.5733e-02, PNorm = 440.8231, GNorm = 1.4255, lr_0 = 9.9468e-04
Validation prc-auc = 0.019824
Epoch 7648
Loss = 6.6933e-02, PNorm = 440.8598, GNorm = 0.9714, lr_0 = 9.9468e-04
Validation prc-auc = 0.019053
Epoch 7649
Loss = 5.3747e-03, PNorm = 440.8961, GNorm = 0.1555, lr_0 = 9.9468e-04
Loss = 4.6164e-02, PNorm = 440.9308, GNorm = 1.5860, lr_0 = 9.9468e-04
Validation prc-auc = 0.026362
Epoch 7650
Loss = 3.6543e-02, PNorm = 440.9657, GNorm = 0.2427, lr_0 = 9.9468e-04
Validation prc-auc = 0.032580
Epoch 7651
Loss = 3.0757e-02, PNorm = 440.9966, GNorm = 1.3853, lr_0 = 9.9468e-04
Validation prc-auc = 0.038848
Epoch 7652
Loss = 7.2347e-02, PNorm = 441.0238, GNorm = 2.7837, lr_0 = 9.9468e-04
Validation prc-auc = 0.036914
Epoch 7653
Loss = 8.8528e-02, PNorm = 441.0601, GNorm = 0.8005, lr_0 = 9.9468e-04
Validation prc-auc = 0.031879
Epoch 7654
Loss = 4.0099e-02, PNorm = 441.0966, GNorm = 1.0025, lr_0 = 9.9468e-04
Validation prc-auc = 0.027241
Epoch 7655
Loss = 3.4790e-02, PNorm = 441.1269, GNorm = 0.8206, lr_0 = 9.9468e-04
Validation prc-auc = 0.029520
Epoch 7656
Loss = 1.2509e-02, PNorm = 441.1544, GNorm = 1.0390, lr_0 = 9.9468e-04
Validation prc-auc = 0.036658
Epoch 7657
Loss = 2.3123e-02, PNorm = 441.1749, GNorm = 2.1305, lr_0 = 9.9468e-04
Validation prc-auc = 0.039795
Epoch 7658
Loss = 7.6134e-03, PNorm = 441.1962, GNorm = 0.4413, lr_0 = 9.9467e-04
Validation prc-auc = 0.042957
Epoch 7659
Loss = 3.3395e-03, PNorm = 441.2186, GNorm = 0.1611, lr_0 = 9.9467e-04
Loss = 2.3024e-02, PNorm = 441.2406, GNorm = 2.1781, lr_0 = 9.9467e-04
Validation prc-auc = 0.043797
Epoch 7660
Loss = 4.4122e-02, PNorm = 441.2674, GNorm = 2.0826, lr_0 = 9.9467e-04
Validation prc-auc = 0.034223
Epoch 7661
Loss = 3.2834e-02, PNorm = 441.2955, GNorm = 0.1578, lr_0 = 9.9467e-04
Validation prc-auc = 0.044590
Epoch 7662
Loss = 1.0606e-02, PNorm = 441.3210, GNorm = 0.0731, lr_0 = 9.9467e-04
Validation prc-auc = 0.048082
Epoch 7663
Loss = 2.4719e-02, PNorm = 441.3392, GNorm = 1.5504, lr_0 = 9.9467e-04
Validation prc-auc = 0.047417
Epoch 7664
Loss = 2.2410e-02, PNorm = 441.3594, GNorm = 0.7094, lr_0 = 9.9467e-04
Validation prc-auc = 0.051365
Epoch 7665
Loss = 3.4908e-02, PNorm = 441.3826, GNorm = 1.8448, lr_0 = 9.9467e-04
Validation prc-auc = 0.056354
Epoch 7666
Loss = 1.0662e-01, PNorm = 441.4227, GNorm = 0.6528, lr_0 = 9.9467e-04
Validation prc-auc = 0.066502
Epoch 7667
Loss = 3.8069e-02, PNorm = 441.4707, GNorm = 1.2045, lr_0 = 9.9467e-04
Validation prc-auc = 0.043967
Epoch 7668
Loss = 2.2229e-02, PNorm = 441.5126, GNorm = 2.6790, lr_0 = 9.9467e-04
Validation prc-auc = 0.036784
Epoch 7669
Loss = 1.6004e-01, PNorm = 441.5438, GNorm = 3.5656, lr_0 = 9.9467e-04
Loss = 3.3459e-02, PNorm = 441.5750, GNorm = 0.9782, lr_0 = 9.9467e-04
Validation prc-auc = 0.028867
Epoch 7670
Loss = 4.8451e-02, PNorm = 441.6067, GNorm = 0.2142, lr_0 = 9.9467e-04
Validation prc-auc = 0.027856
Epoch 7671
Loss = 2.9482e-02, PNorm = 441.6343, GNorm = 0.9602, lr_0 = 9.9466e-04
Validation prc-auc = 0.039089
Epoch 7672
Loss = 2.7825e-02, PNorm = 441.6536, GNorm = 2.0050, lr_0 = 9.9466e-04
Validation prc-auc = 0.052743
Epoch 7673
Loss = 2.4054e-02, PNorm = 441.6726, GNorm = 0.4503, lr_0 = 9.9466e-04
Validation prc-auc = 0.069353
Epoch 7674
Loss = 6.2645e-02, PNorm = 441.7008, GNorm = 0.3339, lr_0 = 9.9466e-04
Validation prc-auc = 0.054154
Epoch 7675
Loss = 2.6007e-02, PNorm = 441.7413, GNorm = 1.6321, lr_0 = 9.9466e-04
Validation prc-auc = 0.052824
Epoch 7676
Loss = 8.9131e-02, PNorm = 441.7779, GNorm = 0.9955, lr_0 = 9.9466e-04
Validation prc-auc = 0.046606
Epoch 7677
Loss = 3.1713e-02, PNorm = 441.8230, GNorm = 1.1940, lr_0 = 9.9466e-04
Validation prc-auc = 0.040388
Epoch 7678
Loss = 5.7437e-02, PNorm = 441.8638, GNorm = 0.2402, lr_0 = 9.9466e-04
Validation prc-auc = 0.021441
Epoch 7679
Loss = 1.9520e-02, PNorm = 441.9094, GNorm = 1.1462, lr_0 = 9.9466e-04
Loss = 4.9966e-02, PNorm = 441.9539, GNorm = 1.5097, lr_0 = 9.9466e-04
Validation prc-auc = 0.021825
Epoch 7680
Loss = 3.5302e-02, PNorm = 441.9944, GNorm = 0.4913, lr_0 = 9.9466e-04
Validation prc-auc = 0.023572
Epoch 7681
Loss = 2.1505e-02, PNorm = 442.0308, GNorm = 0.5180, lr_0 = 9.9466e-04
Validation prc-auc = 0.037086
Epoch 7682
Loss = 7.0906e-02, PNorm = 442.0595, GNorm = 1.7294, lr_0 = 9.9466e-04
Validation prc-auc = 0.036626
Epoch 7683
Loss = 3.6492e-02, PNorm = 442.0981, GNorm = 2.3204, lr_0 = 9.9466e-04
Validation prc-auc = 0.054041
Epoch 7684
Loss = 2.3408e-02, PNorm = 442.1387, GNorm = 0.3481, lr_0 = 9.9465e-04
Validation prc-auc = 0.072002
Epoch 7685
Loss = 5.5997e-02, PNorm = 442.1738, GNorm = 0.6686, lr_0 = 9.9465e-04
Validation prc-auc = 0.068354
Epoch 7686
Loss = 1.0476e-02, PNorm = 442.2004, GNorm = 1.4471, lr_0 = 9.9465e-04
Validation prc-auc = 0.054947
Epoch 7687
Loss = 6.7125e-02, PNorm = 442.2326, GNorm = 5.0779, lr_0 = 9.9465e-04
Validation prc-auc = 0.061742
Epoch 7688
Loss = 1.2255e-01, PNorm = 442.2663, GNorm = 0.8397, lr_0 = 9.9465e-04
Validation prc-auc = 0.058076
Epoch 7689
Loss = 1.8790e-02, PNorm = 442.3016, GNorm = 0.6341, lr_0 = 9.9465e-04
Loss = 7.5290e-02, PNorm = 442.3415, GNorm = 2.5160, lr_0 = 9.9465e-04
Validation prc-auc = 0.059292
Epoch 7690
Loss = 1.2507e-02, PNorm = 442.3773, GNorm = 0.0315, lr_0 = 9.9465e-04
Validation prc-auc = 0.059495
Epoch 7691
Loss = 5.6361e-02, PNorm = 442.4100, GNorm = 2.0964, lr_0 = 9.9465e-04
Validation prc-auc = 0.058555
Epoch 7692
Loss = 7.3082e-02, PNorm = 442.4594, GNorm = 0.5563, lr_0 = 9.9465e-04
Validation prc-auc = 0.062776
Epoch 7693
Loss = 4.1067e-02, PNorm = 442.5038, GNorm = 0.8509, lr_0 = 9.9465e-04
Validation prc-auc = 0.060250
Epoch 7694
Loss = 4.6393e-02, PNorm = 442.5340, GNorm = 3.0433, lr_0 = 9.9465e-04
Validation prc-auc = 0.068890
Epoch 7695
Loss = 3.5368e-02, PNorm = 442.5675, GNorm = 1.0497, lr_0 = 9.9465e-04
Validation prc-auc = 0.061104
Epoch 7696
Loss = 6.6554e-02, PNorm = 442.6032, GNorm = 0.1602, lr_0 = 9.9465e-04
Validation prc-auc = 0.048436
Epoch 7697
Loss = 1.7709e-02, PNorm = 442.6360, GNorm = 0.0294, lr_0 = 9.9465e-04
Validation prc-auc = 0.047381
Epoch 7698
Loss = 1.7009e-02, PNorm = 442.6602, GNorm = 0.1635, lr_0 = 9.9464e-04
Validation prc-auc = 0.046761
Epoch 7699
Loss = 4.1062e-02, PNorm = 442.6850, GNorm = 1.8558, lr_0 = 9.9464e-04
Loss = 2.9956e-02, PNorm = 442.7141, GNorm = 0.9106, lr_0 = 9.9464e-04
Validation prc-auc = 0.047412
Epoch 7700
Loss = 3.6110e-02, PNorm = 442.7415, GNorm = 1.6388, lr_0 = 9.9464e-04
Validation prc-auc = 0.048177
Epoch 7701
Loss = 2.1164e-02, PNorm = 442.7704, GNorm = 0.1361, lr_0 = 9.9464e-04
Validation prc-auc = 0.059115
Epoch 7702
Loss = 6.2439e-02, PNorm = 442.8008, GNorm = 1.1401, lr_0 = 9.9464e-04
Validation prc-auc = 0.052713
Epoch 7703
Loss = 2.4219e-02, PNorm = 442.8332, GNorm = 1.5926, lr_0 = 9.9464e-04
Validation prc-auc = 0.050982
Epoch 7704
Loss = 2.7624e-02, PNorm = 442.8600, GNorm = 0.3736, lr_0 = 9.9464e-04
Validation prc-auc = 0.056061
Epoch 7705
Loss = 5.7827e-02, PNorm = 442.8824, GNorm = 0.5109, lr_0 = 9.9464e-04
Validation prc-auc = 0.056342
Epoch 7706
Loss = 9.7672e-03, PNorm = 442.9066, GNorm = 0.7907, lr_0 = 9.9464e-04
Validation prc-auc = 0.055886
Epoch 7707
Loss = 8.5739e-02, PNorm = 442.9254, GNorm = 0.8889, lr_0 = 9.9464e-04
Validation prc-auc = 0.066030
Epoch 7708
Loss = 4.6293e-02, PNorm = 442.9473, GNorm = 1.3221, lr_0 = 9.9464e-04
Validation prc-auc = 0.059554
Epoch 7709
Loss = 1.4255e-01, PNorm = 442.9736, GNorm = 2.0692, lr_0 = 9.9464e-04
Loss = 2.5225e-02, PNorm = 442.9997, GNorm = 1.0977, lr_0 = 9.9464e-04
Validation prc-auc = 0.061871
Epoch 7710
Loss = 1.8279e-02, PNorm = 443.0219, GNorm = 0.1919, lr_0 = 9.9464e-04
Validation prc-auc = 0.060699
Epoch 7711
Loss = 3.5800e-02, PNorm = 443.0451, GNorm = 0.8818, lr_0 = 9.9463e-04
Validation prc-auc = 0.063702
Epoch 7712
Loss = 2.6182e-02, PNorm = 443.0673, GNorm = 1.9627, lr_0 = 9.9463e-04
Validation prc-auc = 0.068628
Epoch 7713
Loss = 2.8251e-02, PNorm = 443.0899, GNorm = 0.4716, lr_0 = 9.9463e-04
Validation prc-auc = 0.066487
Epoch 7714
Loss = 7.0945e-02, PNorm = 443.1104, GNorm = 0.9782, lr_0 = 9.9463e-04
Validation prc-auc = 0.052372
Epoch 7715
Loss = 1.9015e-02, PNorm = 443.1359, GNorm = 0.1096, lr_0 = 9.9463e-04
Validation prc-auc = 0.047796
Epoch 7716
Loss = 1.4366e-02, PNorm = 443.1589, GNorm = 0.1695, lr_0 = 9.9463e-04
Validation prc-auc = 0.055833
Epoch 7717
Loss = 3.5491e-02, PNorm = 443.1757, GNorm = 0.4673, lr_0 = 9.9463e-04
Validation prc-auc = 0.055064
Epoch 7718
Loss = 3.6852e-02, PNorm = 443.1892, GNorm = 1.5605, lr_0 = 9.9463e-04
Validation prc-auc = 0.056084
Epoch 7719
Loss = 2.2921e-02, PNorm = 443.2076, GNorm = 1.0328, lr_0 = 9.9463e-04
Loss = 9.5419e-02, PNorm = 443.2339, GNorm = 1.3119, lr_0 = 9.9463e-04
Validation prc-auc = 0.057352
Epoch 7720
Loss = 1.9597e-02, PNorm = 443.2691, GNorm = 2.1394, lr_0 = 9.9463e-04
Validation prc-auc = 0.069200
Epoch 7721
Loss = 1.8953e-02, PNorm = 443.2928, GNorm = 1.6072, lr_0 = 9.9463e-04
Validation prc-auc = 0.075321
Epoch 7722
Loss = 1.6871e-02, PNorm = 443.3187, GNorm = 0.1680, lr_0 = 9.9463e-04
Validation prc-auc = 0.089464
Epoch 7723
Loss = 4.2744e-02, PNorm = 443.3443, GNorm = 0.7672, lr_0 = 9.9463e-04
Validation prc-auc = 0.086303
Epoch 7724
Loss = 6.2104e-02, PNorm = 443.3670, GNorm = 4.0114, lr_0 = 9.9462e-04
Validation prc-auc = 0.075896
Epoch 7725
Loss = 1.4597e-02, PNorm = 443.4015, GNorm = 0.5017, lr_0 = 9.9462e-04
Validation prc-auc = 0.065397
Epoch 7726
Loss = 1.7322e-02, PNorm = 443.4321, GNorm = 0.2376, lr_0 = 9.9462e-04
Validation prc-auc = 0.062366
Epoch 7727
Loss = 8.5655e-02, PNorm = 443.4530, GNorm = 0.9184, lr_0 = 9.9462e-04
Validation prc-auc = 0.054204
Epoch 7728
Loss = 2.2090e-02, PNorm = 443.4735, GNorm = 0.6092, lr_0 = 9.9462e-04
Validation prc-auc = 0.060018
Epoch 7729
Loss = 1.7869e-02, PNorm = 443.4885, GNorm = 0.8976, lr_0 = 9.9462e-04
Loss = 3.8912e-02, PNorm = 443.5055, GNorm = 0.3771, lr_0 = 9.9462e-04
Validation prc-auc = 0.055522
Epoch 7730
Loss = 4.2256e-02, PNorm = 443.5259, GNorm = 3.9553, lr_0 = 9.9462e-04
Validation prc-auc = 0.059887
Epoch 7731
Loss = 6.5478e-02, PNorm = 443.5630, GNorm = 0.1608, lr_0 = 9.9462e-04
Validation prc-auc = 0.054572
Epoch 7732
Loss = 1.4391e-02, PNorm = 443.5967, GNorm = 0.4475, lr_0 = 9.9462e-04
Validation prc-auc = 0.061133
Epoch 7733
Loss = 4.9461e-02, PNorm = 443.6213, GNorm = 2.6758, lr_0 = 9.9462e-04
Validation prc-auc = 0.053553
Epoch 7734
Loss = 2.1416e-02, PNorm = 443.6561, GNorm = 0.3130, lr_0 = 9.9462e-04
Validation prc-auc = 0.055483
Epoch 7735
Loss = 2.6045e-02, PNorm = 443.6912, GNorm = 1.3438, lr_0 = 9.9462e-04
Validation prc-auc = 0.049186
Epoch 7736
Loss = 4.1026e-02, PNorm = 443.7221, GNorm = 1.2894, lr_0 = 9.9462e-04
Validation prc-auc = 0.048937
Epoch 7737
Loss = 2.1978e-02, PNorm = 443.7509, GNorm = 2.2400, lr_0 = 9.9462e-04
Validation prc-auc = 0.043608
Epoch 7738
Loss = 6.6427e-03, PNorm = 443.7809, GNorm = 0.2622, lr_0 = 9.9461e-04
Validation prc-auc = 0.044776
Epoch 7739
Loss = 1.0495e-02, PNorm = 443.8107, GNorm = 0.3592, lr_0 = 9.9461e-04
Loss = 8.5801e-02, PNorm = 443.8356, GNorm = 4.6127, lr_0 = 9.9461e-04
Validation prc-auc = 0.051274
Epoch 7740
Loss = 4.1851e-02, PNorm = 443.8703, GNorm = 1.8699, lr_0 = 9.9461e-04
Validation prc-auc = 0.052983
Epoch 7741
Loss = 6.0737e-02, PNorm = 443.9086, GNorm = 0.9244, lr_0 = 9.9461e-04
Validation prc-auc = 0.057575
Epoch 7742
Loss = 1.4232e-02, PNorm = 443.9451, GNorm = 0.1965, lr_0 = 9.9461e-04
Validation prc-auc = 0.055513
Epoch 7743
Loss = 5.3275e-02, PNorm = 443.9767, GNorm = 0.1151, lr_0 = 9.9461e-04
Validation prc-auc = 0.063212
Epoch 7744
Loss = 2.9270e-02, PNorm = 444.0041, GNorm = 0.2143, lr_0 = 9.9461e-04
Validation prc-auc = 0.067426
Epoch 7745
Loss = 7.2791e-02, PNorm = 444.0342, GNorm = 0.0450, lr_0 = 9.9461e-04
Validation prc-auc = 0.061560
Epoch 7746
Loss = 2.9877e-02, PNorm = 444.0672, GNorm = 0.5732, lr_0 = 9.9461e-04
Validation prc-auc = 0.059433
Epoch 7747
Loss = 9.0359e-03, PNorm = 444.0981, GNorm = 0.1345, lr_0 = 9.9461e-04
Validation prc-auc = 0.059822
Epoch 7748
Loss = 5.8479e-03, PNorm = 444.1219, GNorm = 0.3716, lr_0 = 9.9461e-04
Validation prc-auc = 0.056031
Epoch 7749
Loss = 2.2553e-03, PNorm = 444.1418, GNorm = 0.0998, lr_0 = 9.9461e-04
Loss = 2.7675e-02, PNorm = 444.1607, GNorm = 0.0928, lr_0 = 9.9461e-04
Validation prc-auc = 0.055448
Epoch 7750
Loss = 2.7670e-02, PNorm = 444.1811, GNorm = 0.1204, lr_0 = 9.9460e-04
Validation prc-auc = 0.059682
Epoch 7751
Loss = 3.8202e-02, PNorm = 444.1968, GNorm = 0.9430, lr_0 = 9.9460e-04
Validation prc-auc = 0.070895
Epoch 7752
Loss = 2.2625e-02, PNorm = 444.2238, GNorm = 1.2813, lr_0 = 9.9460e-04
Validation prc-auc = 0.084096
Epoch 7753
Loss = 1.6044e-02, PNorm = 444.2634, GNorm = 0.2521, lr_0 = 9.9460e-04
Validation prc-auc = 0.086193
Epoch 7754
Loss = 1.7843e-02, PNorm = 444.2952, GNorm = 0.0524, lr_0 = 9.9460e-04
Validation prc-auc = 0.081173
Epoch 7755
Loss = 4.5900e-02, PNorm = 444.3252, GNorm = 2.5797, lr_0 = 9.9460e-04
Validation prc-auc = 0.088613
Epoch 7756
Loss = 1.0535e-01, PNorm = 444.3523, GNorm = 4.3054, lr_0 = 9.9460e-04
Validation prc-auc = 0.082590
Epoch 7757
Loss = 9.9238e-02, PNorm = 444.3842, GNorm = 0.6662, lr_0 = 9.9460e-04
Validation prc-auc = 0.085534
Epoch 7758
Loss = 1.1981e-02, PNorm = 444.4192, GNorm = 0.4184, lr_0 = 9.9460e-04
Validation prc-auc = 0.086264
Epoch 7759
Loss = 7.1130e-03, PNorm = 444.4489, GNorm = 0.2010, lr_0 = 9.9460e-04
Loss = 2.9499e-02, PNorm = 444.4707, GNorm = 0.5990, lr_0 = 9.9460e-04
Validation prc-auc = 0.089732
Epoch 7760
Loss = 4.2226e-02, PNorm = 444.4951, GNorm = 1.8540, lr_0 = 9.9460e-04
Validation prc-auc = 0.082215
Epoch 7761
Loss = 4.1512e-02, PNorm = 444.5262, GNorm = 2.4930, lr_0 = 9.9460e-04
Validation prc-auc = 0.074413
Epoch 7762
Loss = 7.1157e-02, PNorm = 444.5577, GNorm = 0.1676, lr_0 = 9.9460e-04
Validation prc-auc = 0.070960
Epoch 7763
Loss = 4.1447e-02, PNorm = 444.5912, GNorm = 1.9122, lr_0 = 9.9460e-04
Validation prc-auc = 0.065707
Epoch 7764
Loss = 2.0871e-02, PNorm = 444.6198, GNorm = 0.9907, lr_0 = 9.9459e-04
Validation prc-auc = 0.060981
Epoch 7765
Loss = 1.7264e-02, PNorm = 444.6427, GNorm = 0.1347, lr_0 = 9.9459e-04
Validation prc-auc = 0.061935
Epoch 7766
Loss = 3.5406e-02, PNorm = 444.6604, GNorm = 0.1121, lr_0 = 9.9459e-04
Validation prc-auc = 0.062185
Epoch 7767
Loss = 1.5504e-02, PNorm = 444.6751, GNorm = 0.2645, lr_0 = 9.9459e-04
Validation prc-auc = 0.058522
Epoch 7768
Loss = 2.0377e-02, PNorm = 444.6921, GNorm = 0.6348, lr_0 = 9.9459e-04
Validation prc-auc = 0.059863
Epoch 7769
Loss = 1.0379e-02, PNorm = 444.7088, GNorm = 0.3833, lr_0 = 9.9459e-04
Loss = 4.0613e-02, PNorm = 444.7185, GNorm = 0.2743, lr_0 = 9.9459e-04
Validation prc-auc = 0.059845
Epoch 7770
Loss = 1.9973e-02, PNorm = 444.7342, GNorm = 3.1648, lr_0 = 9.9459e-04
Validation prc-auc = 0.073453
Epoch 7771
Loss = 4.3138e-02, PNorm = 444.7545, GNorm = 2.4193, lr_0 = 9.9459e-04
Validation prc-auc = 0.071698
Epoch 7772
Loss = 2.6296e-02, PNorm = 444.7799, GNorm = 0.4289, lr_0 = 9.9459e-04
Validation prc-auc = 0.071496
Epoch 7773
Loss = 2.7988e-02, PNorm = 444.8005, GNorm = 0.0454, lr_0 = 9.9459e-04
Validation prc-auc = 0.072321
Epoch 7774
Loss = 2.2233e-02, PNorm = 444.8216, GNorm = 1.9982, lr_0 = 9.9459e-04
Validation prc-auc = 0.067667
Epoch 7775
Loss = 5.9338e-02, PNorm = 444.8399, GNorm = 0.2372, lr_0 = 9.9459e-04
Validation prc-auc = 0.073192
Epoch 7776
Loss = 4.9790e-02, PNorm = 444.8661, GNorm = 2.2727, lr_0 = 9.9459e-04
Validation prc-auc = 0.068283
Epoch 7777
Loss = 3.0332e-02, PNorm = 444.8955, GNorm = 0.1470, lr_0 = 9.9459e-04
Validation prc-auc = 0.063260
Epoch 7778
Loss = 1.4418e-02, PNorm = 444.9276, GNorm = 0.1290, lr_0 = 9.9458e-04
Validation prc-auc = 0.064293
Epoch 7779
Loss = 3.8193e-03, PNorm = 444.9543, GNorm = 0.1554, lr_0 = 9.9458e-04
Loss = 9.6301e-02, PNorm = 444.9767, GNorm = 4.5967, lr_0 = 9.9458e-04
Validation prc-auc = 0.065397
Epoch 7780
Loss = 3.5673e-02, PNorm = 445.0144, GNorm = 3.2226, lr_0 = 9.9458e-04
Validation prc-auc = 0.064859
Epoch 7781
Loss = 2.6168e-02, PNorm = 445.0442, GNorm = 0.1693, lr_0 = 9.9458e-04
Validation prc-auc = 0.065542
Epoch 7782
Loss = 2.5090e-02, PNorm = 445.0687, GNorm = 0.2874, lr_0 = 9.9458e-04
Validation prc-auc = 0.069140
Epoch 7783
Loss = 1.4458e-02, PNorm = 445.0944, GNorm = 0.1139, lr_0 = 9.9458e-04
Validation prc-auc = 0.069047
Epoch 7784
Loss = 1.5035e-02, PNorm = 445.1126, GNorm = 1.1757, lr_0 = 9.9458e-04
Validation prc-auc = 0.072591
Epoch 7785
Loss = 4.5928e-02, PNorm = 445.1276, GNorm = 0.4228, lr_0 = 9.9458e-04
Validation prc-auc = 0.073631
Epoch 7786
Loss = 1.7669e-02, PNorm = 445.1419, GNorm = 1.5549, lr_0 = 9.9458e-04
Validation prc-auc = 0.076074
Epoch 7787
Loss = 5.7122e-02, PNorm = 445.1626, GNorm = 0.8184, lr_0 = 9.9458e-04
Validation prc-auc = 0.074822
Epoch 7788
Loss = 2.5297e-03, PNorm = 445.1913, GNorm = 0.1514, lr_0 = 9.9458e-04
Validation prc-auc = 0.072309
Epoch 7789
Loss = 1.1384e-02, PNorm = 445.2119, GNorm = 0.3000, lr_0 = 9.9458e-04
Loss = 2.6946e-02, PNorm = 445.2302, GNorm = 1.1778, lr_0 = 9.9458e-04
Validation prc-auc = 0.078349
Epoch 7790
Loss = 2.8501e-02, PNorm = 445.2467, GNorm = 0.9222, lr_0 = 9.9457e-04
Validation prc-auc = 0.081340
Epoch 7791
Loss = 3.8463e-02, PNorm = 445.2655, GNorm = 0.0550, lr_0 = 9.9457e-04
Validation prc-auc = 0.078768
Epoch 7792
Loss = 4.4926e-02, PNorm = 445.2911, GNorm = 0.0388, lr_0 = 9.9457e-04
Validation prc-auc = 0.057388
Epoch 7793
Loss = 3.7408e-02, PNorm = 445.3137, GNorm = 2.3677, lr_0 = 9.9457e-04
Validation prc-auc = 0.059260
Epoch 7794
Loss = 4.7878e-03, PNorm = 445.3295, GNorm = 0.2326, lr_0 = 9.9457e-04
Validation prc-auc = 0.073042
Epoch 7795
Loss = 1.7107e-02, PNorm = 445.3468, GNorm = 0.2121, lr_0 = 9.9457e-04
Validation prc-auc = 0.078651
Epoch 7796
Loss = 1.2900e-02, PNorm = 445.3632, GNorm = 0.5915, lr_0 = 9.9457e-04
Validation prc-auc = 0.081158
Epoch 7797
Loss = 3.1450e-03, PNorm = 445.3778, GNorm = 0.2518, lr_0 = 9.9457e-04
Validation prc-auc = 0.077741
Epoch 7798
Loss = 3.4822e-02, PNorm = 445.3978, GNorm = 3.0284, lr_0 = 9.9457e-04
Validation prc-auc = 0.085466
Epoch 7799
Loss = 1.1706e-01, PNorm = 445.4181, GNorm = 1.4255, lr_0 = 9.9457e-04
Loss = 4.4356e-02, PNorm = 445.4399, GNorm = 0.1180, lr_0 = 9.9457e-04
Validation prc-auc = 0.082829
Epoch 7800
Loss = 3.1895e-02, PNorm = 445.4599, GNorm = 1.7285, lr_0 = 9.9457e-04
Validation prc-auc = 0.082911
Epoch 7801
Loss = 3.0281e-02, PNorm = 445.4786, GNorm = 2.1507, lr_0 = 9.9457e-04
Validation prc-auc = 0.083718
Epoch 7802
Loss = 1.9293e-02, PNorm = 445.4988, GNorm = 0.9775, lr_0 = 9.9457e-04
Validation prc-auc = 0.082112
Epoch 7803
Loss = 1.8566e-02, PNorm = 445.5168, GNorm = 0.1934, lr_0 = 9.9457e-04
Validation prc-auc = 0.077932
Epoch 7804
Loss = 2.4369e-02, PNorm = 445.5330, GNorm = 0.2298, lr_0 = 9.9456e-04
Validation prc-auc = 0.072932
Epoch 7805
Loss = 7.0699e-02, PNorm = 445.5560, GNorm = 2.7417, lr_0 = 9.9456e-04
Validation prc-auc = 0.082133
Epoch 7806
Loss = 5.3618e-03, PNorm = 445.5865, GNorm = 0.1387, lr_0 = 9.9456e-04
Validation prc-auc = 0.087414
Epoch 7807
Loss = 5.5989e-03, PNorm = 445.6051, GNorm = 0.2807, lr_0 = 9.9456e-04
Validation prc-auc = 0.089681
Epoch 7808
Loss = 4.4224e-03, PNorm = 445.6150, GNorm = 0.0801, lr_0 = 9.9456e-04
Validation prc-auc = 0.090346
Epoch 7809
Loss = 2.4944e-03, PNorm = 445.6259, GNorm = 0.1500, lr_0 = 9.9456e-04
Loss = 5.5065e-02, PNorm = 445.6572, GNorm = 2.9361, lr_0 = 9.9456e-04
Validation prc-auc = 0.090630
Epoch 7810
Loss = 5.4072e-02, PNorm = 445.6978, GNorm = 0.1925, lr_0 = 9.9456e-04
Validation prc-auc = 0.085859
Epoch 7811
Loss = 2.4083e-02, PNorm = 445.7349, GNorm = 0.1626, lr_0 = 9.9456e-04
Validation prc-auc = 0.083988
Epoch 7812
Loss = 2.5671e-02, PNorm = 445.7639, GNorm = 0.2757, lr_0 = 9.9456e-04
Validation prc-auc = 0.081773
Epoch 7813
Loss = 1.1027e-02, PNorm = 445.7874, GNorm = 0.1060, lr_0 = 9.9456e-04
Validation prc-auc = 0.078726
Epoch 7814
Loss = 2.1508e-02, PNorm = 445.8042, GNorm = 0.9918, lr_0 = 9.9456e-04
Validation prc-auc = 0.078815
Epoch 7815
Loss = 1.7404e-02, PNorm = 445.8249, GNorm = 0.5484, lr_0 = 9.9456e-04
Validation prc-auc = 0.082819
Epoch 7816
Loss = 1.7167e-02, PNorm = 445.8555, GNorm = 0.4278, lr_0 = 9.9456e-04
Validation prc-auc = 0.075469
Epoch 7817
Loss = 1.3929e-02, PNorm = 445.8947, GNorm = 0.2192, lr_0 = 9.9455e-04
Validation prc-auc = 0.069863
Epoch 7818
Loss = 2.2841e-02, PNorm = 445.9344, GNorm = 0.1379, lr_0 = 9.9455e-04
Validation prc-auc = 0.067098
Epoch 7819
Loss = 2.4945e-02, PNorm = 445.9644, GNorm = 0.7289, lr_0 = 9.9455e-04
Loss = 8.1275e-02, PNorm = 445.9893, GNorm = 1.1478, lr_0 = 9.9455e-04
Validation prc-auc = 0.051518
Epoch 7820
Loss = 1.8798e-02, PNorm = 446.0140, GNorm = 1.6370, lr_0 = 9.9455e-04
Validation prc-auc = 0.046205
Epoch 7821
Loss = 3.3183e-02, PNorm = 446.0353, GNorm = 1.0237, lr_0 = 9.9455e-04
Validation prc-auc = 0.047648
Epoch 7822
Loss = 4.7540e-02, PNorm = 446.0617, GNorm = 0.1593, lr_0 = 9.9455e-04
Validation prc-auc = 0.043129
Epoch 7823
Loss = 1.3959e-02, PNorm = 446.1068, GNorm = 2.1044, lr_0 = 9.9455e-04
Validation prc-auc = 0.040552
Epoch 7824
Loss = 7.8086e-02, PNorm = 446.1468, GNorm = 3.9240, lr_0 = 9.9455e-04
Validation prc-auc = 0.044645
Epoch 7825
Loss = 1.1885e-02, PNorm = 446.1760, GNorm = 1.0493, lr_0 = 9.9455e-04
Validation prc-auc = 0.042724
Epoch 7826
Loss = 2.2839e-02, PNorm = 446.2001, GNorm = 0.1488, lr_0 = 9.9455e-04
Validation prc-auc = 0.043668
Epoch 7827
Loss = 4.6101e-02, PNorm = 446.2243, GNorm = 0.1138, lr_0 = 9.9455e-04
Validation prc-auc = 0.025294
Epoch 7828
Loss = 3.3040e-02, PNorm = 446.2577, GNorm = 1.2858, lr_0 = 9.9455e-04
Validation prc-auc = 0.036235
Epoch 7829
Loss = 5.6845e-02, PNorm = 446.2841, GNorm = 1.9595, lr_0 = 9.9455e-04
Loss = 2.8022e-02, PNorm = 446.3074, GNorm = 0.0428, lr_0 = 9.9455e-04
Validation prc-auc = 0.037620
Epoch 7830
Loss = 2.3154e-02, PNorm = 446.3267, GNorm = 0.0511, lr_0 = 9.9454e-04
Validation prc-auc = 0.042138
Epoch 7831
Loss = 3.3296e-02, PNorm = 446.3479, GNorm = 0.0749, lr_0 = 9.9454e-04
Validation prc-auc = 0.043020
Epoch 7832
Loss = 3.1937e-02, PNorm = 446.3666, GNorm = 0.1081, lr_0 = 9.9454e-04
Validation prc-auc = 0.039496
Epoch 7833
Loss = 3.3466e-02, PNorm = 446.3874, GNorm = 0.2451, lr_0 = 9.9454e-04
Validation prc-auc = 0.044621
Epoch 7834
Loss = 3.7181e-02, PNorm = 446.4167, GNorm = 0.7629, lr_0 = 9.9454e-04
Validation prc-auc = 0.033835
Epoch 7835
Loss = 1.7295e-02, PNorm = 446.4432, GNorm = 0.1686, lr_0 = 9.9454e-04
Validation prc-auc = 0.026991
Epoch 7836
Loss = 4.7421e-02, PNorm = 446.4674, GNorm = 0.3962, lr_0 = 9.9454e-04
Validation prc-auc = 0.025099
Epoch 7837
Loss = 2.4253e-02, PNorm = 446.4902, GNorm = 1.1396, lr_0 = 9.9454e-04
Validation prc-auc = 0.037644
Epoch 7838
Loss = 1.1795e-02, PNorm = 446.5142, GNorm = 0.3545, lr_0 = 9.9454e-04
Validation prc-auc = 0.035816
Epoch 7839
Loss = 4.9622e-02, PNorm = 446.5429, GNorm = 0.7227, lr_0 = 9.9454e-04
Loss = 4.5140e-02, PNorm = 446.5655, GNorm = 0.1690, lr_0 = 9.9454e-04
Validation prc-auc = 0.036634
Epoch 7840
Loss = 3.4426e-02, PNorm = 446.5936, GNorm = 0.7108, lr_0 = 9.9454e-04
Validation prc-auc = 0.043792
Epoch 7841
Loss = 8.7687e-02, PNorm = 446.6312, GNorm = 0.2423, lr_0 = 9.9454e-04
Validation prc-auc = 0.040989
Epoch 7842
Loss = 3.5711e-02, PNorm = 446.6701, GNorm = 2.1679, lr_0 = 9.9454e-04
Validation prc-auc = 0.046187
Epoch 7843
Loss = 4.7979e-02, PNorm = 446.7030, GNorm = 1.5016, lr_0 = 9.9454e-04
Validation prc-auc = 0.048592
Epoch 7844
Loss = 2.8182e-02, PNorm = 446.7319, GNorm = 1.4258, lr_0 = 9.9453e-04
Validation prc-auc = 0.052842
Epoch 7845
Loss = 1.5561e-02, PNorm = 446.7594, GNorm = 0.8986, lr_0 = 9.9453e-04
Validation prc-auc = 0.040171
Epoch 7846
Loss = 4.4021e-02, PNorm = 446.7840, GNorm = 0.7857, lr_0 = 9.9453e-04
Validation prc-auc = 0.046588
Epoch 7847
Loss = 3.1943e-02, PNorm = 446.8054, GNorm = 0.2776, lr_0 = 9.9453e-04
Validation prc-auc = 0.047742
Epoch 7848
Loss = 3.4448e-02, PNorm = 446.8268, GNorm = 1.8006, lr_0 = 9.9453e-04
Validation prc-auc = 0.046479
Epoch 7849
Loss = 7.1681e-03, PNorm = 446.8471, GNorm = 0.1883, lr_0 = 9.9453e-04
Loss = 4.8275e-02, PNorm = 446.8706, GNorm = 0.6040, lr_0 = 9.9453e-04
Validation prc-auc = 0.047973
Epoch 7850
Loss = 1.1838e-02, PNorm = 446.8947, GNorm = 0.7062, lr_0 = 9.9453e-04
Validation prc-auc = 0.048216
Epoch 7851
Loss = 3.6739e-02, PNorm = 446.9150, GNorm = 0.0498, lr_0 = 9.9453e-04
Validation prc-auc = 0.052133
Epoch 7852
Loss = 2.0937e-02, PNorm = 446.9421, GNorm = 0.0593, lr_0 = 9.9453e-04
Validation prc-auc = 0.052035
Epoch 7853
Loss = 1.0144e-01, PNorm = 446.9735, GNorm = 0.1377, lr_0 = 9.9453e-04
Validation prc-auc = 0.059799
Epoch 7854
Loss = 1.7171e-02, PNorm = 447.0145, GNorm = 0.2541, lr_0 = 9.9453e-04
Validation prc-auc = 0.058915
Epoch 7855
Loss = 2.2572e-02, PNorm = 447.0419, GNorm = 0.3330, lr_0 = 9.9453e-04
Validation prc-auc = 0.059107
Epoch 7856
Loss = 1.6310e-02, PNorm = 447.0598, GNorm = 1.1698, lr_0 = 9.9453e-04
Validation prc-auc = 0.064280
Epoch 7857
Loss = 5.3824e-02, PNorm = 447.0866, GNorm = 1.5121, lr_0 = 9.9452e-04
Validation prc-auc = 0.065818
Epoch 7858
Loss = 2.0314e-03, PNorm = 447.1191, GNorm = 0.0586, lr_0 = 9.9452e-04
Validation prc-auc = 0.061005
Epoch 7859
Loss = 2.4923e-03, PNorm = 447.1445, GNorm = 0.1046, lr_0 = 9.9452e-04
Loss = 1.8812e-02, PNorm = 447.1708, GNorm = 1.7330, lr_0 = 9.9452e-04
Validation prc-auc = 0.057914
Epoch 7860
Loss = 6.7061e-02, PNorm = 447.1986, GNorm = 0.6700, lr_0 = 9.9452e-04
Validation prc-auc = 0.049649
Epoch 7861
Loss = 3.9503e-02, PNorm = 447.2337, GNorm = 1.6929, lr_0 = 9.9452e-04
Validation prc-auc = 0.048009
Epoch 7862
Loss = 2.0348e-02, PNorm = 447.2613, GNorm = 0.8689, lr_0 = 9.9452e-04
Validation prc-auc = 0.046164
Epoch 7863
Loss = 2.1022e-02, PNorm = 447.2839, GNorm = 0.2929, lr_0 = 9.9452e-04
Validation prc-auc = 0.044177
Epoch 7864
Loss = 5.1958e-02, PNorm = 447.3097, GNorm = 1.4230, lr_0 = 9.9452e-04
Validation prc-auc = 0.045005
Epoch 7865
Loss = 1.1733e-02, PNorm = 447.3303, GNorm = 1.4265, lr_0 = 9.9452e-04
Validation prc-auc = 0.045815
Epoch 7866
Loss = 1.7980e-02, PNorm = 447.3514, GNorm = 0.3117, lr_0 = 9.9452e-04
Validation prc-auc = 0.047578
Epoch 7867
Loss = 8.2660e-02, PNorm = 447.3722, GNorm = 3.5517, lr_0 = 9.9452e-04
Validation prc-auc = 0.050168
Epoch 7868
Loss = 3.4303e-02, PNorm = 447.4008, GNorm = 1.2498, lr_0 = 9.9452e-04
Validation prc-auc = 0.047782
Epoch 7869
Loss = 3.0561e-03, PNorm = 447.4268, GNorm = 0.1187, lr_0 = 9.9452e-04
Loss = 1.7579e-02, PNorm = 447.4495, GNorm = 0.3426, lr_0 = 9.9452e-04
Validation prc-auc = 0.047175
Epoch 7870
Loss = 4.0274e-02, PNorm = 447.4689, GNorm = 0.1667, lr_0 = 9.9451e-04
Validation prc-auc = 0.040662
Epoch 7871
Loss = 3.7186e-02, PNorm = 447.4876, GNorm = 0.6009, lr_0 = 9.9451e-04
Validation prc-auc = 0.027901
Epoch 7872
Loss = 1.5376e-02, PNorm = 447.5106, GNorm = 0.2072, lr_0 = 9.9451e-04
Validation prc-auc = 0.037259
Epoch 7873
Loss = 2.8875e-02, PNorm = 447.5290, GNorm = 0.0754, lr_0 = 9.9451e-04
Validation prc-auc = 0.037445
Epoch 7874
Loss = 2.7317e-02, PNorm = 447.5422, GNorm = 0.1401, lr_0 = 9.9451e-04
Validation prc-auc = 0.037447
Epoch 7875
Loss = 2.2757e-02, PNorm = 447.5540, GNorm = 0.1622, lr_0 = 9.9451e-04
Validation prc-auc = 0.024388
Epoch 7876
Loss = 1.7537e-02, PNorm = 447.5682, GNorm = 0.5230, lr_0 = 9.9451e-04
Validation prc-auc = 0.024589
Epoch 7877
Loss = 1.8105e-02, PNorm = 447.5852, GNorm = 1.1019, lr_0 = 9.9451e-04
Validation prc-auc = 0.025610
Epoch 7878
Loss = 3.7897e-03, PNorm = 447.6027, GNorm = 0.1538, lr_0 = 9.9451e-04
Validation prc-auc = 0.039747
Epoch 7879
Loss = 1.8574e-01, PNorm = 447.6148, GNorm = 2.5595, lr_0 = 9.9451e-04
Loss = 1.7151e-02, PNorm = 447.6305, GNorm = 0.1374, lr_0 = 9.9451e-04
Validation prc-auc = 0.030884
Epoch 7880
Loss = 1.2523e-02, PNorm = 447.6471, GNorm = 0.2698, lr_0 = 9.9451e-04
Validation prc-auc = 0.034645
Epoch 7881
Loss = 2.8093e-02, PNorm = 447.6638, GNorm = 0.0793, lr_0 = 9.9451e-04
Validation prc-auc = 0.046158
Epoch 7882
Loss = 1.1589e-02, PNorm = 447.6849, GNorm = 0.0639, lr_0 = 9.9451e-04
Validation prc-auc = 0.046892
Epoch 7883
Loss = 1.1631e-02, PNorm = 447.7131, GNorm = 1.4274, lr_0 = 9.9450e-04
Validation prc-auc = 0.052896
Epoch 7884
Loss = 2.5316e-02, PNorm = 447.7413, GNorm = 1.4987, lr_0 = 9.9450e-04
Validation prc-auc = 0.052085
Epoch 7885
Loss = 8.4375e-02, PNorm = 447.7652, GNorm = 0.2746, lr_0 = 9.9450e-04
Validation prc-auc = 0.032115
Epoch 7886
Loss = 6.0304e-02, PNorm = 447.7904, GNorm = 1.3137, lr_0 = 9.9450e-04
Validation prc-auc = 0.049839
Epoch 7887
Loss = 5.6614e-03, PNorm = 447.8182, GNorm = 0.5849, lr_0 = 9.9450e-04
Validation prc-auc = 0.059104
Epoch 7888
Loss = 5.0788e-03, PNorm = 447.8383, GNorm = 0.3144, lr_0 = 9.9450e-04
Validation prc-auc = 0.063670
Epoch 7889
Loss = 6.1912e-02, PNorm = 447.8582, GNorm = 1.9113, lr_0 = 9.9450e-04
Loss = 9.3333e-03, PNorm = 447.8772, GNorm = 0.3308, lr_0 = 9.9450e-04
Validation prc-auc = 0.064645
Epoch 7890
Loss = 2.8507e-02, PNorm = 447.8938, GNorm = 3.5555, lr_0 = 9.9450e-04
Validation prc-auc = 0.060630
Epoch 7891
Loss = 4.7171e-02, PNorm = 447.9213, GNorm = 0.3290, lr_0 = 9.9450e-04
Validation prc-auc = 0.052756
Epoch 7892
Loss = 1.2539e-02, PNorm = 447.9469, GNorm = 0.1628, lr_0 = 9.9450e-04
Validation prc-auc = 0.051744
Epoch 7893
Loss = 3.1523e-02, PNorm = 447.9729, GNorm = 0.0632, lr_0 = 9.9450e-04
Validation prc-auc = 0.048196
Epoch 7894
Loss = 3.4947e-02, PNorm = 448.0059, GNorm = 0.3111, lr_0 = 9.9450e-04
Validation prc-auc = 0.052424
Epoch 7895
Loss = 6.0949e-02, PNorm = 448.0379, GNorm = 0.0491, lr_0 = 9.9450e-04
Validation prc-auc = 0.049538
Epoch 7896
Loss = 8.4693e-03, PNorm = 448.0691, GNorm = 0.3365, lr_0 = 9.9450e-04
Validation prc-auc = 0.054015
Epoch 7897
Loss = 3.4313e-02, PNorm = 448.0917, GNorm = 0.9397, lr_0 = 9.9449e-04
Validation prc-auc = 0.053330
Epoch 7898
Loss = 4.1743e-03, PNorm = 448.1110, GNorm = 0.0341, lr_0 = 9.9449e-04
Validation prc-auc = 0.054797
Epoch 7899
Loss = 1.5618e-02, PNorm = 448.1257, GNorm = 0.9417, lr_0 = 9.9449e-04
Loss = 1.7598e-02, PNorm = 448.1401, GNorm = 0.4373, lr_0 = 9.9449e-04
Validation prc-auc = 0.053798
Epoch 7900
Loss = 1.2541e-02, PNorm = 448.1534, GNorm = 0.1822, lr_0 = 9.9449e-04
Validation prc-auc = 0.058707
Epoch 7901
Loss = 4.3318e-02, PNorm = 448.1763, GNorm = 1.0588, lr_0 = 9.9449e-04
Validation prc-auc = 0.057527
Epoch 7902
Loss = 1.7986e-02, PNorm = 448.1977, GNorm = 0.7247, lr_0 = 9.9449e-04
Validation prc-auc = 0.055426
Epoch 7903
Loss = 1.7544e-02, PNorm = 448.2186, GNorm = 1.5485, lr_0 = 9.9449e-04
Validation prc-auc = 0.053038
Epoch 7904
Loss = 2.1926e-02, PNorm = 448.2458, GNorm = 0.2133, lr_0 = 9.9449e-04
Validation prc-auc = 0.045893
Epoch 7905
Loss = 4.9048e-02, PNorm = 448.2817, GNorm = 1.9976, lr_0 = 9.9449e-04
Validation prc-auc = 0.043442
Epoch 7906
Loss = 2.5599e-02, PNorm = 448.3150, GNorm = 2.1405, lr_0 = 9.9449e-04
Validation prc-auc = 0.044306
Epoch 7907
Loss = 1.2645e-01, PNorm = 448.3456, GNorm = 3.1063, lr_0 = 9.9449e-04
Validation prc-auc = 0.035252
Epoch 7908
Loss = 1.9579e-02, PNorm = 448.3748, GNorm = 1.0286, lr_0 = 9.9449e-04
Validation prc-auc = 0.047598
Epoch 7909
Loss = 4.2451e-02, PNorm = 448.3965, GNorm = 1.8132, lr_0 = 9.9449e-04
Loss = 3.5401e-02, PNorm = 448.4193, GNorm = 0.5909, lr_0 = 9.9449e-04
Validation prc-auc = 0.032052
Epoch 7910
Loss = 3.0995e-02, PNorm = 448.4426, GNorm = 0.8492, lr_0 = 9.9448e-04
Validation prc-auc = 0.034728
Epoch 7911
Loss = 3.5227e-02, PNorm = 448.4717, GNorm = 0.8118, lr_0 = 9.9448e-04
Validation prc-auc = 0.038035
Epoch 7912
Loss = 2.1414e-02, PNorm = 448.4972, GNorm = 0.2001, lr_0 = 9.9448e-04
Validation prc-auc = 0.043427
Epoch 7913
Loss = 1.8940e-02, PNorm = 448.5175, GNorm = 0.4736, lr_0 = 9.9448e-04
Validation prc-auc = 0.049032
Epoch 7914
Loss = 2.9980e-02, PNorm = 448.5411, GNorm = 2.4824, lr_0 = 9.9448e-04
Validation prc-auc = 0.046842
Epoch 7915
Loss = 2.6521e-02, PNorm = 448.5664, GNorm = 0.8521, lr_0 = 9.9448e-04
Validation prc-auc = 0.034429
Epoch 7916
Loss = 5.8190e-02, PNorm = 448.5950, GNorm = 2.0317, lr_0 = 9.9448e-04
Validation prc-auc = 0.026828
Epoch 7917
Loss = 4.3363e-02, PNorm = 448.6223, GNorm = 1.6189, lr_0 = 9.9448e-04
Validation prc-auc = 0.031196
Epoch 7918
Loss = 4.3598e-02, PNorm = 448.6476, GNorm = 1.0928, lr_0 = 9.9448e-04
Validation prc-auc = 0.036179
Epoch 7919
Loss = 9.3207e-03, PNorm = 448.6699, GNorm = 0.3652, lr_0 = 9.9448e-04
Loss = 1.2192e-02, PNorm = 448.6950, GNorm = 1.0275, lr_0 = 9.9448e-04
Validation prc-auc = 0.051890
Epoch 7920
Loss = 6.9209e-03, PNorm = 448.7123, GNorm = 0.1217, lr_0 = 9.9448e-04
Validation prc-auc = 0.049450
Epoch 7921
Loss = 4.1396e-02, PNorm = 448.7298, GNorm = 0.9816, lr_0 = 9.9448e-04
Validation prc-auc = 0.053035
Epoch 7922
Loss = 1.7382e-02, PNorm = 448.7539, GNorm = 0.2655, lr_0 = 9.9448e-04
Validation prc-auc = 0.054915
Epoch 7923
Loss = 3.0305e-02, PNorm = 448.7752, GNorm = 0.2351, lr_0 = 9.9447e-04
Validation prc-auc = 0.053278
Epoch 7924
Loss = 2.7338e-02, PNorm = 448.8047, GNorm = 0.3644, lr_0 = 9.9447e-04
Validation prc-auc = 0.055975
Epoch 7925
Loss = 2.7766e-03, PNorm = 448.8401, GNorm = 0.1501, lr_0 = 9.9447e-04
Validation prc-auc = 0.055976
Epoch 7926
Loss = 2.3535e-03, PNorm = 448.8702, GNorm = 0.1624, lr_0 = 9.9447e-04
Validation prc-auc = 0.051203
Epoch 7927
Loss = 1.0724e-01, PNorm = 448.8994, GNorm = 3.8389, lr_0 = 9.9447e-04
Validation prc-auc = 0.054085
Epoch 7928
Loss = 5.6424e-02, PNorm = 448.9337, GNorm = 0.0485, lr_0 = 9.9447e-04
Validation prc-auc = 0.047692
Epoch 7929
Loss = 2.2451e-03, PNorm = 448.9650, GNorm = 0.2630, lr_0 = 9.9447e-04
Loss = 5.5055e-02, PNorm = 448.9921, GNorm = 1.2896, lr_0 = 9.9447e-04
Validation prc-auc = 0.035081
Epoch 7930
Loss = 2.3836e-02, PNorm = 449.0149, GNorm = 1.2430, lr_0 = 9.9447e-04
Validation prc-auc = 0.049434
Epoch 7931
Loss = 3.2370e-02, PNorm = 449.0458, GNorm = 0.5187, lr_0 = 9.9447e-04
Validation prc-auc = 0.050474
Epoch 7932
Loss = 2.3869e-02, PNorm = 449.0698, GNorm = 0.2584, lr_0 = 9.9447e-04
Validation prc-auc = 0.036434
Epoch 7933
Loss = 3.2287e-02, PNorm = 449.0887, GNorm = 0.3194, lr_0 = 9.9447e-04
Validation prc-auc = 0.043344
Epoch 7934
Loss = 1.8978e-02, PNorm = 449.1073, GNorm = 1.0792, lr_0 = 9.9447e-04
Validation prc-auc = 0.043114
Epoch 7935
Loss = 1.4427e-02, PNorm = 449.1233, GNorm = 0.2631, lr_0 = 9.9447e-04
Validation prc-auc = 0.047353
Epoch 7936
Loss = 3.7681e-03, PNorm = 449.1353, GNorm = 0.0838, lr_0 = 9.9447e-04
Validation prc-auc = 0.042880
Epoch 7937
Loss = 6.1595e-03, PNorm = 449.1457, GNorm = 0.0697, lr_0 = 9.9446e-04
Validation prc-auc = 0.049657
Epoch 7938
Loss = 1.7905e-02, PNorm = 449.1680, GNorm = 2.0423, lr_0 = 9.9446e-04
Validation prc-auc = 0.063864
Epoch 7939
Loss = 1.0359e-02, PNorm = 449.2016, GNorm = 0.9345, lr_0 = 9.9446e-04
Loss = 4.6553e-02, PNorm = 449.2371, GNorm = 0.9462, lr_0 = 9.9446e-04
Validation prc-auc = 0.055597
Epoch 7940
Loss = 5.8086e-02, PNorm = 449.2831, GNorm = 0.8767, lr_0 = 9.9446e-04
Validation prc-auc = 0.042978
Epoch 7941
Loss = 5.8311e-02, PNorm = 449.3337, GNorm = 0.3663, lr_0 = 9.9446e-04
Validation prc-auc = 0.041899
Epoch 7942
Loss = 2.9110e-02, PNorm = 449.3745, GNorm = 0.2446, lr_0 = 9.9446e-04
Validation prc-auc = 0.048980
Epoch 7943
Loss = 1.9853e-02, PNorm = 449.4039, GNorm = 0.9197, lr_0 = 9.9446e-04
Validation prc-auc = 0.053047
Epoch 7944
Loss = 9.8668e-03, PNorm = 449.4241, GNorm = 0.2085, lr_0 = 9.9446e-04
Validation prc-auc = 0.051355
Epoch 7945
Loss = 4.8020e-02, PNorm = 449.4466, GNorm = 0.8581, lr_0 = 9.9446e-04
Validation prc-auc = 0.058253
Epoch 7946
Loss = 1.0642e-02, PNorm = 449.4764, GNorm = 1.9854, lr_0 = 9.9446e-04
Validation prc-auc = 0.047877
Epoch 7947
Loss = 3.0494e-02, PNorm = 449.5036, GNorm = 0.3413, lr_0 = 9.9446e-04
Validation prc-auc = 0.044951
Epoch 7948
Loss = 1.0145e-02, PNorm = 449.5284, GNorm = 0.4236, lr_0 = 9.9446e-04
Validation prc-auc = 0.038842
Epoch 7949
Loss = 2.2978e-03, PNorm = 449.5506, GNorm = 0.0816, lr_0 = 9.9446e-04
Loss = 1.9098e-02, PNorm = 449.5711, GNorm = 0.0476, lr_0 = 9.9446e-04
Validation prc-auc = 0.044663
Epoch 7950
Loss = 4.8351e-02, PNorm = 449.5946, GNorm = 1.0869, lr_0 = 9.9445e-04
Validation prc-auc = 0.030200
Epoch 7951
Loss = 1.7930e-02, PNorm = 449.6175, GNorm = 1.6453, lr_0 = 9.9445e-04
Validation prc-auc = 0.029020
Epoch 7952
Loss = 3.6575e-02, PNorm = 449.6407, GNorm = 0.1183, lr_0 = 9.9445e-04
Validation prc-auc = 0.028328
Epoch 7953
Loss = 1.5092e-02, PNorm = 449.6667, GNorm = 0.1138, lr_0 = 9.9445e-04
Validation prc-auc = 0.037746
Epoch 7954
Loss = 1.3589e-02, PNorm = 449.6882, GNorm = 0.2950, lr_0 = 9.9445e-04
Validation prc-auc = 0.040062
Epoch 7955
Loss = 6.1821e-02, PNorm = 449.7149, GNorm = 0.1116, lr_0 = 9.9445e-04
Validation prc-auc = 0.036886
Epoch 7956
Loss = 2.3643e-02, PNorm = 449.7507, GNorm = 0.2107, lr_0 = 9.9445e-04
Validation prc-auc = 0.041802
Epoch 7957
Loss = 5.0278e-02, PNorm = 449.7810, GNorm = 0.8154, lr_0 = 9.9445e-04
Validation prc-auc = 0.045343
Epoch 7958
Loss = 2.9295e-02, PNorm = 449.8087, GNorm = 1.7337, lr_0 = 9.9445e-04
Validation prc-auc = 0.053405
Epoch 7959
Loss = 2.2849e-02, PNorm = 449.8385, GNorm = 0.9251, lr_0 = 9.9445e-04
Loss = 9.9476e-03, PNorm = 449.8629, GNorm = 0.3096, lr_0 = 9.9445e-04
Validation prc-auc = 0.060872
Epoch 7960
Loss = 1.6018e-02, PNorm = 449.8794, GNorm = 1.5429, lr_0 = 9.9445e-04
Validation prc-auc = 0.063922
Epoch 7961
Loss = 3.9243e-02, PNorm = 449.9022, GNorm = 0.1391, lr_0 = 9.9445e-04
Validation prc-auc = 0.064550
Epoch 7962
Loss = 3.6104e-02, PNorm = 449.9333, GNorm = 0.2893, lr_0 = 9.9445e-04
Validation prc-auc = 0.060958
Epoch 7963
Loss = 3.9039e-02, PNorm = 449.9658, GNorm = 1.1178, lr_0 = 9.9444e-04
Validation prc-auc = 0.056732
Epoch 7964
Loss = 1.8055e-02, PNorm = 449.9894, GNorm = 1.1037, lr_0 = 9.9444e-04
Validation prc-auc = 0.055942
Epoch 7965
Loss = 4.7543e-02, PNorm = 450.0098, GNorm = 0.1943, lr_0 = 9.9444e-04
Validation prc-auc = 0.056136
Epoch 7966
Loss = 4.1492e-02, PNorm = 450.0340, GNorm = 0.4249, lr_0 = 9.9444e-04
Validation prc-auc = 0.043289
Epoch 7967
Loss = 1.9922e-02, PNorm = 450.0600, GNorm = 0.1760, lr_0 = 9.9444e-04
Validation prc-auc = 0.043767
Epoch 7968
Loss = 1.6382e-02, PNorm = 450.0779, GNorm = 1.4379, lr_0 = 9.9444e-04
Validation prc-auc = 0.041774
Epoch 7969
Loss = 1.8043e-03, PNorm = 450.0975, GNorm = 0.0740, lr_0 = 9.9444e-04
Loss = 4.2133e-02, PNorm = 450.1239, GNorm = 0.8975, lr_0 = 9.9444e-04
Validation prc-auc = 0.045695
Epoch 7970
Loss = 3.1317e-02, PNorm = 450.1477, GNorm = 0.8964, lr_0 = 9.9444e-04
Validation prc-auc = 0.049130
Epoch 7971
Loss = 2.4893e-02, PNorm = 450.1814, GNorm = 1.6138, lr_0 = 9.9444e-04
Validation prc-auc = 0.047435
Epoch 7972
Loss = 6.9046e-02, PNorm = 450.2192, GNorm = 0.1047, lr_0 = 9.9444e-04
Validation prc-auc = 0.056503
Epoch 7973
Loss = 3.9806e-02, PNorm = 450.2547, GNorm = 0.2143, lr_0 = 9.9444e-04
Validation prc-auc = 0.059688
Epoch 7974
Loss = 6.0003e-02, PNorm = 450.2900, GNorm = 1.9081, lr_0 = 9.9444e-04
Validation prc-auc = 0.060533
Epoch 7975
Loss = 2.0593e-02, PNorm = 450.3218, GNorm = 0.3175, lr_0 = 9.9444e-04
Validation prc-auc = 0.054378
Epoch 7976
Loss = 1.6793e-02, PNorm = 450.3453, GNorm = 0.3613, lr_0 = 9.9444e-04
Validation prc-auc = 0.061495
Epoch 7977
Loss = 1.5876e-02, PNorm = 450.3674, GNorm = 0.1344, lr_0 = 9.9443e-04
Validation prc-auc = 0.062131
Epoch 7978
Loss = 3.1593e-02, PNorm = 450.3847, GNorm = 1.6817, lr_0 = 9.9443e-04
Validation prc-auc = 0.062276
Epoch 7979
Loss = 4.0015e-02, PNorm = 450.4051, GNorm = 2.2563, lr_0 = 9.9443e-04
Loss = 4.1774e-02, PNorm = 450.4362, GNorm = 0.3709, lr_0 = 9.9443e-04
Validation prc-auc = 0.071827
Epoch 7980
Loss = 1.0369e-01, PNorm = 450.4766, GNorm = 2.8146, lr_0 = 9.9443e-04
Validation prc-auc = 0.057752
Epoch 7981
Loss = 3.2782e-02, PNorm = 450.5184, GNorm = 0.4518, lr_0 = 9.9443e-04
Validation prc-auc = 0.046158
Epoch 7982
Loss = 3.4601e-02, PNorm = 450.5508, GNorm = 0.2045, lr_0 = 9.9443e-04
Validation prc-auc = 0.060379
Epoch 7983
Loss = 3.0448e-02, PNorm = 450.5771, GNorm = 1.2421, lr_0 = 9.9443e-04
Validation prc-auc = 0.069006
Epoch 7984
Loss = 8.9020e-03, PNorm = 450.5958, GNorm = 0.0818, lr_0 = 9.9443e-04
Validation prc-auc = 0.075820
Epoch 7985
Loss = 3.0552e-02, PNorm = 450.6093, GNorm = 1.6032, lr_0 = 9.9443e-04
Validation prc-auc = 0.073901
Epoch 7986
Loss = 5.6625e-02, PNorm = 450.6291, GNorm = 3.6804, lr_0 = 9.9443e-04
Validation prc-auc = 0.058169
Epoch 7987
Loss = 9.1875e-03, PNorm = 450.6567, GNorm = 1.2865, lr_0 = 9.9443e-04
Validation prc-auc = 0.052336
Epoch 7988
Loss = 2.0197e-02, PNorm = 450.6823, GNorm = 1.3284, lr_0 = 9.9443e-04
Validation prc-auc = 0.051791
Epoch 7989
Loss = 4.4037e-03, PNorm = 450.7083, GNorm = 0.1438, lr_0 = 9.9443e-04
Loss = 3.2070e-02, PNorm = 450.7368, GNorm = 1.0022, lr_0 = 9.9442e-04
Validation prc-auc = 0.053953
Epoch 7990
Loss = 3.0325e-02, PNorm = 450.7676, GNorm = 1.4260, lr_0 = 9.9442e-04
Validation prc-auc = 0.060187
Epoch 7991
Loss = 2.5251e-02, PNorm = 450.7910, GNorm = 0.1827, lr_0 = 9.9442e-04
Validation prc-auc = 0.056365
Epoch 7992
Loss = 2.2842e-02, PNorm = 450.8116, GNorm = 2.9851, lr_0 = 9.9442e-04
Validation prc-auc = 0.058838
Epoch 7993
Loss = 6.2899e-02, PNorm = 450.8352, GNorm = 1.8625, lr_0 = 9.9442e-04
Validation prc-auc = 0.059951
Epoch 7994
Loss = 5.6415e-02, PNorm = 450.8614, GNorm = 0.5942, lr_0 = 9.9442e-04
Validation prc-auc = 0.063111
Epoch 7995
Loss = 5.3389e-02, PNorm = 450.8950, GNorm = 3.3415, lr_0 = 9.9442e-04
Validation prc-auc = 0.065025
Epoch 7996
Loss = 1.7523e-02, PNorm = 450.9337, GNorm = 0.4704, lr_0 = 9.9442e-04
Validation prc-auc = 0.075580
Epoch 7997
Loss = 1.3099e-02, PNorm = 450.9625, GNorm = 0.1790, lr_0 = 9.9442e-04
Validation prc-auc = 0.065506
Epoch 7998
Loss = 6.4699e-03, PNorm = 450.9857, GNorm = 0.1611, lr_0 = 9.9442e-04
Validation prc-auc = 0.061058
Epoch 7999
Loss = 5.2917e-03, PNorm = 451.0097, GNorm = 0.1883, lr_0 = 9.9442e-04
Loss = 2.6826e-02, PNorm = 451.0348, GNorm = 0.1087, lr_0 = 9.9442e-04
Validation prc-auc = 0.060357
Epoch 8000
Loss = 8.1219e-02, PNorm = 451.0638, GNorm = 1.7174, lr_0 = 9.9442e-04
Validation prc-auc = 0.052851
Epoch 8001
Loss = 1.6017e-02, PNorm = 451.0955, GNorm = 0.8483, lr_0 = 9.9442e-04
Validation prc-auc = 0.053293
Epoch 8002
Loss = 1.1435e-02, PNorm = 451.1151, GNorm = 0.8024, lr_0 = 9.9442e-04
Validation prc-auc = 0.077171
Epoch 8003
Loss = 2.5188e-02, PNorm = 451.1279, GNorm = 1.2740, lr_0 = 9.9441e-04
Validation prc-auc = 0.057336
Epoch 8004
Loss = 3.0963e-02, PNorm = 451.1501, GNorm = 0.6136, lr_0 = 9.9441e-04
Validation prc-auc = 0.049011
Epoch 8005
Loss = 7.4981e-03, PNorm = 451.1742, GNorm = 0.8504, lr_0 = 9.9441e-04
Validation prc-auc = 0.058049
Epoch 8006
Loss = 1.7290e-02, PNorm = 451.2023, GNorm = 0.2168, lr_0 = 9.9441e-04
Validation prc-auc = 0.059968
Epoch 8007
Loss = 4.5123e-03, PNorm = 451.2281, GNorm = 0.2028, lr_0 = 9.9441e-04
Validation prc-auc = 0.059940
Epoch 8008
Loss = 2.2096e-02, PNorm = 451.2454, GNorm = 1.5203, lr_0 = 9.9441e-04
Validation prc-auc = 0.066013
Epoch 8009
Loss = 8.9732e-03, PNorm = 451.2639, GNorm = 0.5396, lr_0 = 9.9441e-04
Loss = 2.1253e-02, PNorm = 451.2851, GNorm = 0.0665, lr_0 = 9.9441e-04
Validation prc-auc = 0.062833
Epoch 8010
Loss = 9.3725e-03, PNorm = 451.3012, GNorm = 0.0594, lr_0 = 9.9441e-04
Validation prc-auc = 0.066308
Epoch 8011
Loss = 8.0164e-03, PNorm = 451.3167, GNorm = 0.1046, lr_0 = 9.9441e-04
Validation prc-auc = 0.069237
Epoch 8012
Loss = 1.6022e-02, PNorm = 451.3296, GNorm = 0.4791, lr_0 = 9.9441e-04
Validation prc-auc = 0.056203
Epoch 8013
Loss = 5.8822e-02, PNorm = 451.3585, GNorm = 0.2452, lr_0 = 9.9441e-04
Validation prc-auc = 0.043915
Epoch 8014
Loss = 2.6984e-02, PNorm = 451.3961, GNorm = 0.5797, lr_0 = 9.9441e-04
Validation prc-auc = 0.042329
Epoch 8015
Loss = 1.1655e-02, PNorm = 451.4268, GNorm = 0.1068, lr_0 = 9.9441e-04
Validation prc-auc = 0.038420
Epoch 8016
Loss = 1.4980e-02, PNorm = 451.4504, GNorm = 1.8814, lr_0 = 9.9441e-04
Validation prc-auc = 0.056142
Epoch 8017
Loss = 1.1857e-02, PNorm = 451.4752, GNorm = 3.1269, lr_0 = 9.9440e-04
Validation prc-auc = 0.040876
Epoch 8018
Loss = 6.4426e-03, PNorm = 451.5135, GNorm = 0.1701, lr_0 = 9.9440e-04
Validation prc-auc = 0.045690
Epoch 8019
Loss = 7.0621e-03, PNorm = 451.5481, GNorm = 0.3043, lr_0 = 9.9440e-04
Loss = 2.3217e-02, PNorm = 451.5751, GNorm = 2.1511, lr_0 = 9.9440e-04
Validation prc-auc = 0.051134
Epoch 8020
Loss = 1.0880e-02, PNorm = 451.5944, GNorm = 0.5329, lr_0 = 9.9440e-04
Validation prc-auc = 0.050969
Epoch 8021
Loss = 3.3690e-02, PNorm = 451.6248, GNorm = 0.4276, lr_0 = 9.9440e-04
Validation prc-auc = 0.065737
Epoch 8022
Loss = 2.4691e-02, PNorm = 451.6580, GNorm = 0.0344, lr_0 = 9.9440e-04
Validation prc-auc = 0.070930
Epoch 8023
Loss = 3.0471e-02, PNorm = 451.6807, GNorm = 0.1179, lr_0 = 9.9440e-04
Validation prc-auc = 0.067591
Epoch 8024
Loss = 1.8863e-02, PNorm = 451.7020, GNorm = 2.0787, lr_0 = 9.9440e-04
Validation prc-auc = 0.070966
Epoch 8025
Loss = 9.7102e-03, PNorm = 451.7251, GNorm = 0.5725, lr_0 = 9.9440e-04
Validation prc-auc = 0.061569
Epoch 8026
Loss = 6.0311e-02, PNorm = 451.7494, GNorm = 1.7381, lr_0 = 9.9440e-04
Validation prc-auc = 0.067239
Epoch 8027
Loss = 1.5476e-02, PNorm = 451.7938, GNorm = 0.3105, lr_0 = 9.9440e-04
Validation prc-auc = 0.075094
Epoch 8028
Loss = 1.8490e-02, PNorm = 451.8397, GNorm = 0.1492, lr_0 = 9.9440e-04
Validation prc-auc = 0.079056
Epoch 8029
Loss = 6.7405e-03, PNorm = 451.8774, GNorm = 0.4195, lr_0 = 9.9440e-04
Loss = 1.0399e-02, PNorm = 451.9057, GNorm = 0.9978, lr_0 = 9.9439e-04
Validation prc-auc = 0.076776
Epoch 8030
Loss = 2.9984e-02, PNorm = 451.9221, GNorm = 0.0754, lr_0 = 9.9439e-04
Validation prc-auc = 0.074775
Epoch 8031
Loss = 5.5895e-02, PNorm = 451.9407, GNorm = 0.4431, lr_0 = 9.9439e-04
Validation prc-auc = 0.068137
Epoch 8032
Loss = 1.2154e-02, PNorm = 451.9650, GNorm = 0.8220, lr_0 = 9.9439e-04
Validation prc-auc = 0.069426
Epoch 8033
Loss = 2.7880e-02, PNorm = 451.9847, GNorm = 0.9380, lr_0 = 9.9439e-04
Validation prc-auc = 0.077384
Epoch 8034
Loss = 2.8677e-02, PNorm = 452.0085, GNorm = 0.3468, lr_0 = 9.9439e-04
Validation prc-auc = 0.080611
Epoch 8035
Loss = 3.7140e-02, PNorm = 452.0395, GNorm = 0.0993, lr_0 = 9.9439e-04
Validation prc-auc = 0.077181
Epoch 8036
Loss = 6.9791e-02, PNorm = 452.0696, GNorm = 3.9061, lr_0 = 9.9439e-04
Validation prc-auc = 0.072166
Epoch 8037
Loss = 4.4282e-02, PNorm = 452.1002, GNorm = 0.2332, lr_0 = 9.9439e-04
Validation prc-auc = 0.071472
Epoch 8038
Loss = 9.9107e-03, PNorm = 452.1244, GNorm = 0.7717, lr_0 = 9.9439e-04
Validation prc-auc = 0.069829
Epoch 8039
Loss = 1.6569e-01, PNorm = 452.1400, GNorm = 1.8551, lr_0 = 9.9439e-04
Loss = 4.4547e-02, PNorm = 452.1562, GNorm = 0.1306, lr_0 = 9.9439e-04
Validation prc-auc = 0.065959
Epoch 8040
Loss = 2.8504e-02, PNorm = 452.1837, GNorm = 0.0560, lr_0 = 9.9439e-04
Validation prc-auc = 0.053380
Epoch 8041
Loss = 3.0598e-02, PNorm = 452.2169, GNorm = 0.1156, lr_0 = 9.9439e-04
Validation prc-auc = 0.054180
Epoch 8042
Loss = 2.9056e-02, PNorm = 452.2449, GNorm = 0.6432, lr_0 = 9.9439e-04
Validation prc-auc = 0.054080
Epoch 8043
Loss = 1.8323e-02, PNorm = 452.2677, GNorm = 0.1638, lr_0 = 9.9438e-04
Validation prc-auc = 0.055006
Epoch 8044
Loss = 1.8427e-02, PNorm = 452.2838, GNorm = 0.8564, lr_0 = 9.9438e-04
Validation prc-auc = 0.052373
Epoch 8045
Loss = 6.5098e-02, PNorm = 452.3009, GNorm = 2.7279, lr_0 = 9.9438e-04
Validation prc-auc = 0.052614
Epoch 8046
Loss = 3.1654e-02, PNorm = 452.3291, GNorm = 1.0091, lr_0 = 9.9438e-04
Validation prc-auc = 0.049936
Epoch 8047
Loss = 1.0188e-02, PNorm = 452.3574, GNorm = 0.9314, lr_0 = 9.9438e-04
Validation prc-auc = 0.047676
Epoch 8048
Loss = 1.4521e-02, PNorm = 452.3815, GNorm = 0.9473, lr_0 = 9.9438e-04
Validation prc-auc = 0.052017
Epoch 8049
Loss = 8.6312e-02, PNorm = 452.4041, GNorm = 1.0977, lr_0 = 9.9438e-04
Loss = 3.3272e-02, PNorm = 452.4314, GNorm = 0.2906, lr_0 = 9.9438e-04
Validation prc-auc = 0.049719
Epoch 8050
Loss = 5.5730e-02, PNorm = 452.4618, GNorm = 0.1666, lr_0 = 9.9438e-04
Validation prc-auc = 0.044360
Epoch 8051
Loss = 2.2467e-02, PNorm = 452.5058, GNorm = 0.2533, lr_0 = 9.9438e-04
Validation prc-auc = 0.049298
Epoch 8052
Loss = 5.6144e-02, PNorm = 452.5461, GNorm = 3.6015, lr_0 = 9.9438e-04
Validation prc-auc = 0.049167
Epoch 8053
Loss = 6.9009e-02, PNorm = 452.5859, GNorm = 1.0352, lr_0 = 9.9438e-04
Validation prc-auc = 0.037233
Epoch 8054
Loss = 2.2032e-02, PNorm = 452.6266, GNorm = 1.0922, lr_0 = 9.9438e-04
Validation prc-auc = 0.053451
Epoch 8055
Loss = 2.9406e-02, PNorm = 452.6654, GNorm = 0.3506, lr_0 = 9.9438e-04
Validation prc-auc = 0.069523
Epoch 8056
Loss = 3.1274e-02, PNorm = 452.6970, GNorm = 0.4617, lr_0 = 9.9437e-04
Validation prc-auc = 0.078206
Epoch 8057
Loss = 3.1320e-02, PNorm = 452.7215, GNorm = 1.0635, lr_0 = 9.9437e-04
Validation prc-auc = 0.076072
Epoch 8058
Loss = 1.8039e-02, PNorm = 452.7541, GNorm = 2.3490, lr_0 = 9.9437e-04
Validation prc-auc = 0.074530
Epoch 8059
Loss = 1.4129e-03, PNorm = 452.7960, GNorm = 0.0798, lr_0 = 9.9437e-04
Loss = 3.7375e-02, PNorm = 452.8377, GNorm = 0.2176, lr_0 = 9.9437e-04
Validation prc-auc = 0.070907
Epoch 8060
Loss = 9.8766e-02, PNorm = 452.8923, GNorm = 0.2136, lr_0 = 9.9437e-04
Validation prc-auc = 0.064207
Epoch 8061
Loss = 3.8917e-02, PNorm = 452.9523, GNorm = 1.8969, lr_0 = 9.9437e-04
Validation prc-auc = 0.070644
Epoch 8062
Loss = 2.6189e-02, PNorm = 453.0032, GNorm = 1.5130, lr_0 = 9.9437e-04
Validation prc-auc = 0.068038
Epoch 8063
Loss = 4.3189e-02, PNorm = 453.0552, GNorm = 0.9286, lr_0 = 9.9437e-04
Validation prc-auc = 0.073707
Epoch 8064
Loss = 6.4480e-02, PNorm = 453.0974, GNorm = 2.1067, lr_0 = 9.9437e-04
Validation prc-auc = 0.075382
Epoch 8065
Loss = 7.1869e-02, PNorm = 453.1458, GNorm = 2.6173, lr_0 = 9.9437e-04
Validation prc-auc = 0.063844
Epoch 8066
Loss = 2.8429e-02, PNorm = 453.1954, GNorm = 2.0400, lr_0 = 9.9437e-04
Validation prc-auc = 0.053216
Epoch 8067
Loss = 6.1151e-02, PNorm = 453.2339, GNorm = 2.4611, lr_0 = 9.9437e-04
Validation prc-auc = 0.066349
Epoch 8068
Loss = 9.5712e-02, PNorm = 453.2695, GNorm = 2.0516, lr_0 = 9.9437e-04
Validation prc-auc = 0.053146
Epoch 8069
Loss = 6.3694e-02, PNorm = 453.3085, GNorm = 1.0961, lr_0 = 9.9437e-04
Loss = 5.6402e-02, PNorm = 453.3486, GNorm = 0.3436, lr_0 = 9.9436e-04
Validation prc-auc = 0.051695
Epoch 8070
Loss = 2.4483e-02, PNorm = 453.3818, GNorm = 0.2374, lr_0 = 9.9436e-04
Validation prc-auc = 0.063148
Epoch 8071
Loss = 7.4104e-02, PNorm = 453.4127, GNorm = 0.6068, lr_0 = 9.9436e-04
Validation prc-auc = 0.057967
Epoch 8072
Loss = 2.6475e-02, PNorm = 453.4409, GNorm = 2.5848, lr_0 = 9.9436e-04
Validation prc-auc = 0.064584
Epoch 8073
Loss = 3.1860e-02, PNorm = 453.4647, GNorm = 1.0544, lr_0 = 9.9436e-04
Validation prc-auc = 0.071674
Epoch 8074
Loss = 3.1990e-02, PNorm = 453.4899, GNorm = 2.1585, lr_0 = 9.9436e-04
Validation prc-auc = 0.073751
Epoch 8075
Loss = 1.9081e-02, PNorm = 453.5171, GNorm = 1.2330, lr_0 = 9.9436e-04
Validation prc-auc = 0.079331
Epoch 8076
Loss = 3.2506e-02, PNorm = 453.5393, GNorm = 0.2843, lr_0 = 9.9436e-04
Validation prc-auc = 0.081075
Epoch 8077
Loss = 3.0860e-02, PNorm = 453.5605, GNorm = 0.2969, lr_0 = 9.9436e-04
Validation prc-auc = 0.081507
Epoch 8078
Loss = 1.2033e-02, PNorm = 453.5816, GNorm = 2.1002, lr_0 = 9.9436e-04
Validation prc-auc = 0.082429
Epoch 8079
Loss = 2.0315e-03, PNorm = 453.6062, GNorm = 0.0708, lr_0 = 9.9436e-04
Loss = 2.9323e-02, PNorm = 453.6371, GNorm = 2.0378, lr_0 = 9.9436e-04
Validation prc-auc = 0.082531
Epoch 8080
Loss = 4.9488e-02, PNorm = 453.6638, GNorm = 0.1365, lr_0 = 9.9436e-04
Validation prc-auc = 0.078636
Epoch 8081
Loss = 1.2225e-02, PNorm = 453.6917, GNorm = 0.3506, lr_0 = 9.9436e-04
Validation prc-auc = 0.076711
Epoch 8082
Loss = 5.1673e-02, PNorm = 453.7106, GNorm = 3.2300, lr_0 = 9.9436e-04
Validation prc-auc = 0.072157
Epoch 8083
Loss = 2.8371e-02, PNorm = 453.7347, GNorm = 3.1689, lr_0 = 9.9435e-04
Validation prc-auc = 0.059011
Epoch 8084
Loss = 1.7121e-02, PNorm = 453.7557, GNorm = 0.1499, lr_0 = 9.9435e-04
Validation prc-auc = 0.071507
Epoch 8085
Loss = 2.3027e-02, PNorm = 453.7734, GNorm = 1.0085, lr_0 = 9.9435e-04
Validation prc-auc = 0.073165
Epoch 8086
Loss = 5.9772e-03, PNorm = 453.7909, GNorm = 0.0845, lr_0 = 9.9435e-04
Validation prc-auc = 0.064681
Epoch 8087
Loss = 2.0457e-02, PNorm = 453.8149, GNorm = 1.4142, lr_0 = 9.9435e-04
Validation prc-auc = 0.059509
Epoch 8088
Loss = 4.2576e-02, PNorm = 453.8380, GNorm = 2.2247, lr_0 = 9.9435e-04
Validation prc-auc = 0.051810
Epoch 8089
Loss = 3.5553e-02, PNorm = 453.8659, GNorm = 2.3572, lr_0 = 9.9435e-04
Loss = 2.3138e-02, PNorm = 453.8917, GNorm = 0.0892, lr_0 = 9.9435e-04
Validation prc-auc = 0.050624
Epoch 8090
Loss = 2.6669e-02, PNorm = 453.9186, GNorm = 0.1700, lr_0 = 9.9435e-04
Validation prc-auc = 0.052199
Epoch 8091
Loss = 2.6755e-02, PNorm = 453.9412, GNorm = 1.3622, lr_0 = 9.9435e-04
Validation prc-auc = 0.051365
Epoch 8092
Loss = 4.7891e-02, PNorm = 453.9655, GNorm = 3.4205, lr_0 = 9.9435e-04
Validation prc-auc = 0.052651
Epoch 8093
Loss = 3.3214e-02, PNorm = 453.9990, GNorm = 1.2358, lr_0 = 9.9435e-04
Validation prc-auc = 0.054154
Epoch 8094
Loss = 2.7520e-02, PNorm = 454.0298, GNorm = 1.2751, lr_0 = 9.9435e-04
Validation prc-auc = 0.060647
Epoch 8095
Loss = 2.8596e-02, PNorm = 454.0575, GNorm = 0.2349, lr_0 = 9.9435e-04
Validation prc-auc = 0.059436
Epoch 8096
Loss = 1.7376e-02, PNorm = 454.0779, GNorm = 0.6776, lr_0 = 9.9434e-04
Validation prc-auc = 0.063448
Epoch 8097
Loss = 6.2103e-03, PNorm = 454.0953, GNorm = 0.2608, lr_0 = 9.9434e-04
Validation prc-auc = 0.067256
Epoch 8098
Loss = 7.5914e-02, PNorm = 454.1100, GNorm = 2.8454, lr_0 = 9.9434e-04
Validation prc-auc = 0.049173
Epoch 8099
Loss = 8.5672e-03, PNorm = 454.1327, GNorm = 0.5140, lr_0 = 9.9434e-04
Loss = 2.3506e-02, PNorm = 454.1573, GNorm = 0.1648, lr_0 = 9.9434e-04
Validation prc-auc = 0.055738
Epoch 8100
Loss = 4.3343e-02, PNorm = 454.1784, GNorm = 0.0919, lr_0 = 9.9434e-04
Validation prc-auc = 0.056321
Epoch 8101
Loss = 2.5745e-02, PNorm = 454.2023, GNorm = 2.0586, lr_0 = 9.9434e-04
Validation prc-auc = 0.049316
Epoch 8102
Loss = 1.2327e-02, PNorm = 454.2282, GNorm = 0.1755, lr_0 = 9.9434e-04
Validation prc-auc = 0.046980
Epoch 8103
Loss = 7.2767e-03, PNorm = 454.2495, GNorm = 0.4943, lr_0 = 9.9434e-04
Validation prc-auc = 0.047910
Epoch 8104
Loss = 1.4156e-02, PNorm = 454.2704, GNorm = 1.5985, lr_0 = 9.9434e-04
Validation prc-auc = 0.049762
Epoch 8105
Loss = 3.8746e-02, PNorm = 454.2875, GNorm = 0.9534, lr_0 = 9.9434e-04
Validation prc-auc = 0.055007
Epoch 8106
Loss = 4.7823e-03, PNorm = 454.3075, GNorm = 0.1941, lr_0 = 9.9434e-04
Validation prc-auc = 0.056564
Epoch 8107
Loss = 1.0837e-02, PNorm = 454.3211, GNorm = 1.3515, lr_0 = 9.9434e-04
Validation prc-auc = 0.042725
Epoch 8108
Loss = 1.2175e-02, PNorm = 454.3493, GNorm = 0.3844, lr_0 = 9.9434e-04
Validation prc-auc = 0.029360
Epoch 8109
Loss = 2.9868e-02, PNorm = 454.3806, GNorm = 1.5106, lr_0 = 9.9434e-04
Loss = 3.2752e-02, PNorm = 454.4064, GNorm = 0.2005, lr_0 = 9.9433e-04
Validation prc-auc = 0.041338
Epoch 8110
Loss = 5.1138e-02, PNorm = 454.4367, GNorm = 0.2767, lr_0 = 9.9433e-04
Validation prc-auc = 0.036982
Epoch 8111
Loss = 3.3956e-02, PNorm = 454.4604, GNorm = 0.2727, lr_0 = 9.9433e-04
Validation prc-auc = 0.038215
Epoch 8112
Loss = 1.9329e-02, PNorm = 454.4839, GNorm = 1.5434, lr_0 = 9.9433e-04
Validation prc-auc = 0.054446
Epoch 8113
Loss = 4.9678e-02, PNorm = 454.5051, GNorm = 3.2629, lr_0 = 9.9433e-04
Validation prc-auc = 0.052904
Epoch 8114
Loss = 4.3248e-02, PNorm = 454.5343, GNorm = 2.1854, lr_0 = 9.9433e-04
Validation prc-auc = 0.038354
Epoch 8115
Loss = 2.7987e-02, PNorm = 454.5612, GNorm = 0.1561, lr_0 = 9.9433e-04
Validation prc-auc = 0.039063
Epoch 8116
Loss = 5.7585e-02, PNorm = 454.5815, GNorm = 0.1178, lr_0 = 9.9433e-04
Validation prc-auc = 0.046781
Epoch 8117
Loss = 5.7252e-03, PNorm = 454.5985, GNorm = 0.3621, lr_0 = 9.9433e-04
Validation prc-auc = 0.052083
Epoch 8118
Loss = 3.7185e-02, PNorm = 454.6117, GNorm = 2.0601, lr_0 = 9.9433e-04
Validation prc-auc = 0.059698
Epoch 8119
Loss = 2.9586e-03, PNorm = 454.6356, GNorm = 0.1636, lr_0 = 9.9433e-04
Loss = 1.7335e-02, PNorm = 454.6675, GNorm = 0.3672, lr_0 = 9.9433e-04
Validation prc-auc = 0.059809
Epoch 8120
Loss = 1.3698e-02, PNorm = 454.6934, GNorm = 0.3963, lr_0 = 9.9433e-04
Validation prc-auc = 0.059029
Epoch 8121
Loss = 2.9715e-02, PNorm = 454.7142, GNorm = 1.1011, lr_0 = 9.9433e-04
Validation prc-auc = 0.061184
Epoch 8122
Loss = 2.8267e-02, PNorm = 454.7338, GNorm = 2.5638, lr_0 = 9.9432e-04
Validation prc-auc = 0.064490
Epoch 8123
Loss = 4.4409e-02, PNorm = 454.7546, GNorm = 1.4537, lr_0 = 9.9432e-04
Validation prc-auc = 0.064060
Epoch 8124
Loss = 1.6800e-02, PNorm = 454.7785, GNorm = 2.0716, lr_0 = 9.9432e-04
Validation prc-auc = 0.065889
Epoch 8125
Loss = 5.3848e-03, PNorm = 454.8009, GNorm = 0.5206, lr_0 = 9.9432e-04
Validation prc-auc = 0.069191
Epoch 8126
Loss = 5.7169e-02, PNorm = 454.8225, GNorm = 0.3605, lr_0 = 9.9432e-04
Validation prc-auc = 0.075318
Epoch 8127
Loss = 1.0456e-01, PNorm = 454.8439, GNorm = 2.1156, lr_0 = 9.9432e-04
Validation prc-auc = 0.074034
Epoch 8128
Loss = 5.1101e-02, PNorm = 454.8682, GNorm = 2.1494, lr_0 = 9.9432e-04
Validation prc-auc = 0.071259
Epoch 8129
Loss = 3.9538e-02, PNorm = 454.8985, GNorm = 1.2329, lr_0 = 9.9432e-04
Loss = 2.0359e-02, PNorm = 454.9237, GNorm = 0.2296, lr_0 = 9.9432e-04
Validation prc-auc = 0.061453
Epoch 8130
Loss = 2.1123e-02, PNorm = 454.9409, GNorm = 1.6985, lr_0 = 9.9432e-04
Validation prc-auc = 0.059482
Epoch 8131
Loss = 1.6252e-02, PNorm = 454.9539, GNorm = 0.2889, lr_0 = 9.9432e-04
Validation prc-auc = 0.058748
Epoch 8132
Loss = 1.3384e-02, PNorm = 454.9670, GNorm = 1.2937, lr_0 = 9.9432e-04
Validation prc-auc = 0.057986
Epoch 8133
Loss = 5.9815e-02, PNorm = 454.9862, GNorm = 0.2120, lr_0 = 9.9432e-04
Validation prc-auc = 0.062359
Epoch 8134
Loss = 4.0158e-02, PNorm = 455.0075, GNorm = 0.3916, lr_0 = 9.9432e-04
Validation prc-auc = 0.039648
Epoch 8135
Loss = 1.7611e-02, PNorm = 455.0298, GNorm = 0.2697, lr_0 = 9.9432e-04
Validation prc-auc = 0.054237
Epoch 8136
Loss = 2.0338e-03, PNorm = 455.0524, GNorm = 0.0411, lr_0 = 9.9431e-04
Validation prc-auc = 0.051763
Epoch 8137
Loss = 1.1093e-02, PNorm = 455.0748, GNorm = 1.1345, lr_0 = 9.9431e-04
Validation prc-auc = 0.038432
Epoch 8138
Loss = 5.2251e-03, PNorm = 455.0943, GNorm = 0.0572, lr_0 = 9.9431e-04
Validation prc-auc = 0.032227
Epoch 8139
Loss = 1.5833e-02, PNorm = 455.1082, GNorm = 1.2515, lr_0 = 9.9431e-04
Loss = 3.0925e-02, PNorm = 455.1253, GNorm = 1.4979, lr_0 = 9.9431e-04
Validation prc-auc = 0.029730
Epoch 8140
Loss = 4.2185e-02, PNorm = 455.1504, GNorm = 0.0708, lr_0 = 9.9431e-04
Validation prc-auc = 0.037976
Epoch 8141
Loss = 2.0132e-02, PNorm = 455.1749, GNorm = 0.7824, lr_0 = 9.9431e-04
Validation prc-auc = 0.042643
Epoch 8142
Loss = 4.5398e-02, PNorm = 455.2007, GNorm = 1.8430, lr_0 = 9.9431e-04
Validation prc-auc = 0.035822
Epoch 8143
Loss = 3.1385e-02, PNorm = 455.2259, GNorm = 0.1939, lr_0 = 9.9431e-04
Validation prc-auc = 0.032376
Epoch 8144
Loss = 2.4625e-02, PNorm = 455.2466, GNorm = 0.2030, lr_0 = 9.9431e-04
Validation prc-auc = 0.052341
Epoch 8145
Loss = 2.5255e-03, PNorm = 455.2640, GNorm = 0.3340, lr_0 = 9.9431e-04
Validation prc-auc = 0.058961
Epoch 8146
Loss = 2.9805e-02, PNorm = 455.2835, GNorm = 0.1276, lr_0 = 9.9431e-04
Validation prc-auc = 0.053682
Epoch 8147
Loss = 2.2775e-02, PNorm = 455.3075, GNorm = 0.0429, lr_0 = 9.9431e-04
Validation prc-auc = 0.063339
Epoch 8148
Loss = 3.4057e-03, PNorm = 455.3337, GNorm = 0.0263, lr_0 = 9.9431e-04
Validation prc-auc = 0.075010
Epoch 8149
Loss = 2.7711e-03, PNorm = 455.3538, GNorm = 0.1279, lr_0 = 9.9431e-04
Loss = 3.0602e-02, PNorm = 455.3679, GNorm = 0.0605, lr_0 = 9.9430e-04
Validation prc-auc = 0.064685
Epoch 8150
Loss = 2.9881e-02, PNorm = 455.3939, GNorm = 0.8004, lr_0 = 9.9430e-04
Validation prc-auc = 0.060128
Epoch 8151
Loss = 2.8366e-02, PNorm = 455.4261, GNorm = 0.9477, lr_0 = 9.9430e-04
Validation prc-auc = 0.057091
Epoch 8152
Loss = 9.8686e-03, PNorm = 455.4576, GNorm = 0.5222, lr_0 = 9.9430e-04
Validation prc-auc = 0.058878
Epoch 8153
Loss = 1.3098e-02, PNorm = 455.4792, GNorm = 0.1622, lr_0 = 9.9430e-04
Validation prc-auc = 0.069901
Epoch 8154
Loss = 1.2722e-02, PNorm = 455.4943, GNorm = 0.5012, lr_0 = 9.9430e-04
Validation prc-auc = 0.071767
Epoch 8155
Loss = 5.4817e-02, PNorm = 455.5069, GNorm = 3.5424, lr_0 = 9.9430e-04
Validation prc-auc = 0.060157
Epoch 8156
Loss = 1.0321e-02, PNorm = 455.5419, GNorm = 0.2583, lr_0 = 9.9430e-04
Validation prc-auc = 0.047858
Epoch 8157
Loss = 5.8012e-02, PNorm = 455.5752, GNorm = 3.7165, lr_0 = 9.9430e-04
Validation prc-auc = 0.040404
Epoch 8158
Loss = 1.2728e-02, PNorm = 455.6092, GNorm = 0.5642, lr_0 = 9.9430e-04
Validation prc-auc = 0.058641
Epoch 8159
Loss = 6.7929e-03, PNorm = 455.6386, GNorm = 0.1847, lr_0 = 9.9430e-04
Loss = 1.5651e-02, PNorm = 455.6655, GNorm = 0.2347, lr_0 = 9.9430e-04
Validation prc-auc = 0.060167
Epoch 8160
Loss = 2.3990e-02, PNorm = 455.6905, GNorm = 0.1182, lr_0 = 9.9430e-04
Validation prc-auc = 0.054177
Epoch 8161
Loss = 3.8897e-02, PNorm = 455.7113, GNorm = 0.8517, lr_0 = 9.9430e-04
Validation prc-auc = 0.050589
Epoch 8162
Loss = 2.3328e-02, PNorm = 455.7507, GNorm = 0.1198, lr_0 = 9.9429e-04
Validation prc-auc = 0.036543
Epoch 8163
Loss = 3.5366e-02, PNorm = 455.8012, GNorm = 0.4479, lr_0 = 9.9429e-04
Validation prc-auc = 0.049089
Epoch 8164
Loss = 3.6015e-02, PNorm = 455.8457, GNorm = 0.6739, lr_0 = 9.9429e-04
Validation prc-auc = 0.051992
Epoch 8165
Loss = 2.0877e-02, PNorm = 455.8748, GNorm = 1.3217, lr_0 = 9.9429e-04
Validation prc-auc = 0.056724
Epoch 8166
Loss = 1.6280e-02, PNorm = 455.9008, GNorm = 0.6477, lr_0 = 9.9429e-04
Validation prc-auc = 0.054472
Epoch 8167
Loss = 2.4539e-02, PNorm = 455.9209, GNorm = 0.0869, lr_0 = 9.9429e-04
Validation prc-auc = 0.048281
Epoch 8168
Loss = 1.1696e-01, PNorm = 455.9434, GNorm = 2.4861, lr_0 = 9.9429e-04
Validation prc-auc = 0.062659
Epoch 8169
Loss = 3.9559e-03, PNorm = 455.9712, GNorm = 0.2728, lr_0 = 9.9429e-04
Loss = 1.0421e-02, PNorm = 455.9977, GNorm = 0.0504, lr_0 = 9.9429e-04
Validation prc-auc = 0.064562
Epoch 8170
Loss = 6.2248e-02, PNorm = 456.0244, GNorm = 0.1228, lr_0 = 9.9429e-04
Validation prc-auc = 0.063623
Epoch 8171
Loss = 2.2920e-02, PNorm = 456.0624, GNorm = 0.0897, lr_0 = 9.9429e-04
Validation prc-auc = 0.054090
Epoch 8172
Loss = 1.3625e-02, PNorm = 456.0881, GNorm = 0.0922, lr_0 = 9.9429e-04
Validation prc-auc = 0.049947
Epoch 8173
Loss = 1.6416e-02, PNorm = 456.1136, GNorm = 0.7385, lr_0 = 9.9429e-04
Validation prc-auc = 0.047265
Epoch 8174
Loss = 4.9704e-02, PNorm = 456.1378, GNorm = 3.8093, lr_0 = 9.9429e-04
Validation prc-auc = 0.045687
Epoch 8175
Loss = 8.7602e-03, PNorm = 456.1623, GNorm = 0.1814, lr_0 = 9.9429e-04
Validation prc-auc = 0.045498
Epoch 8176
Loss = 3.6131e-02, PNorm = 456.1812, GNorm = 1.1289, lr_0 = 9.9428e-04
Validation prc-auc = 0.043794
Epoch 8177
Loss = 2.5041e-02, PNorm = 456.1975, GNorm = 1.2687, lr_0 = 9.9428e-04
Validation prc-auc = 0.038984
Epoch 8178
Loss = 4.1785e-02, PNorm = 456.2153, GNorm = 1.4464, lr_0 = 9.9428e-04
Validation prc-auc = 0.040442
Epoch 8179
Loss = 1.0986e-01, PNorm = 456.2335, GNorm = 2.5452, lr_0 = 9.9428e-04
Loss = 2.4686e-02, PNorm = 456.2561, GNorm = 1.8794, lr_0 = 9.9428e-04
Validation prc-auc = 0.041017
Epoch 8180
Loss = 2.7917e-02, PNorm = 456.2765, GNorm = 0.5187, lr_0 = 9.9428e-04
Validation prc-auc = 0.053796
Epoch 8181
Loss = 3.5812e-02, PNorm = 456.3032, GNorm = 0.3111, lr_0 = 9.9428e-04
Validation prc-auc = 0.052283
Epoch 8182
Loss = 1.6009e-02, PNorm = 456.3242, GNorm = 0.0882, lr_0 = 9.9428e-04
Validation prc-auc = 0.048342
Epoch 8183
Loss = 3.6358e-02, PNorm = 456.3428, GNorm = 3.0278, lr_0 = 9.9428e-04
Validation prc-auc = 0.051406
Epoch 8184
Loss = 2.1738e-02, PNorm = 456.3691, GNorm = 1.1408, lr_0 = 9.9428e-04
Validation prc-auc = 0.051239
Epoch 8185
Loss = 3.2137e-02, PNorm = 456.3914, GNorm = 0.1309, lr_0 = 9.9428e-04
Validation prc-auc = 0.051902
Epoch 8186
Loss = 3.1399e-02, PNorm = 456.4120, GNorm = 2.6926, lr_0 = 9.9428e-04
Validation prc-auc = 0.047821
Epoch 8187
Loss = 1.7176e-02, PNorm = 456.4373, GNorm = 0.4818, lr_0 = 9.9428e-04
Validation prc-auc = 0.048591
Epoch 8188
Loss = 6.2476e-03, PNorm = 456.4640, GNorm = 0.1451, lr_0 = 9.9428e-04
Validation prc-auc = 0.056031
Epoch 8189
Loss = 5.1794e-03, PNorm = 456.4910, GNorm = 0.3416, lr_0 = 9.9427e-04
Loss = 2.7319e-02, PNorm = 456.5158, GNorm = 0.1171, lr_0 = 9.9427e-04
Validation prc-auc = 0.062138
Epoch 8190
Loss = 3.4373e-02, PNorm = 456.5410, GNorm = 0.1152, lr_0 = 9.9427e-04
Validation prc-auc = 0.058148
Epoch 8191
Loss = 3.4740e-02, PNorm = 456.5658, GNorm = 0.1779, lr_0 = 9.9427e-04
Validation prc-auc = 0.050961
Epoch 8192
Loss = 2.9283e-02, PNorm = 456.5895, GNorm = 0.7514, lr_0 = 9.9427e-04
Validation prc-auc = 0.051694
Epoch 8193
Loss = 6.1402e-02, PNorm = 456.6165, GNorm = 0.1548, lr_0 = 9.9427e-04
Validation prc-auc = 0.051843
Epoch 8194
Loss = 5.8141e-02, PNorm = 456.6513, GNorm = 0.2848, lr_0 = 9.9427e-04
Validation prc-auc = 0.045016
Epoch 8195
Loss = 4.1991e-02, PNorm = 456.6823, GNorm = 0.4101, lr_0 = 9.9427e-04
Validation prc-auc = 0.045947
Epoch 8196
Loss = 1.3812e-02, PNorm = 456.7074, GNorm = 0.4136, lr_0 = 9.9427e-04
Validation prc-auc = 0.042233
Epoch 8197
Loss = 2.5613e-02, PNorm = 456.7275, GNorm = 0.6667, lr_0 = 9.9427e-04
Validation prc-auc = 0.034582
Epoch 8198
Loss = 7.6680e-03, PNorm = 456.7483, GNorm = 0.6461, lr_0 = 9.9427e-04
Validation prc-auc = 0.033736
Epoch 8199
Loss = 2.0445e-02, PNorm = 456.7653, GNorm = 1.0799, lr_0 = 9.9427e-04
Loss = 3.7998e-02, PNorm = 456.7804, GNorm = 0.0714, lr_0 = 9.9427e-04
Validation prc-auc = 0.035752
Epoch 8200
Loss = 4.0517e-02, PNorm = 456.7976, GNorm = 0.2622, lr_0 = 9.9427e-04
Validation prc-auc = 0.040291
Epoch 8201
Loss = 1.2149e-02, PNorm = 456.8243, GNorm = 1.0281, lr_0 = 9.9427e-04
Validation prc-auc = 0.039170
Epoch 8202
Loss = 2.9682e-02, PNorm = 456.8466, GNorm = 0.9949, lr_0 = 9.9426e-04
Validation prc-auc = 0.042293
Epoch 8203
Loss = 5.7158e-02, PNorm = 456.8729, GNorm = 2.9418, lr_0 = 9.9426e-04
Validation prc-auc = 0.035950
Epoch 8204
Loss = 2.2234e-02, PNorm = 456.9087, GNorm = 0.1127, lr_0 = 9.9426e-04
Validation prc-auc = 0.036040
Epoch 8205
Loss = 1.1947e-02, PNorm = 456.9446, GNorm = 0.4603, lr_0 = 9.9426e-04
Validation prc-auc = 0.044526
Epoch 8206
Loss = 2.5904e-02, PNorm = 456.9738, GNorm = 0.9073, lr_0 = 9.9426e-04
Validation prc-auc = 0.044828
Epoch 8207
Loss = 1.2878e-02, PNorm = 456.9976, GNorm = 1.0146, lr_0 = 9.9426e-04
Validation prc-auc = 0.044372
Epoch 8208
Loss = 8.3292e-03, PNorm = 457.0193, GNorm = 0.1642, lr_0 = 9.9426e-04
Validation prc-auc = 0.040696
Epoch 8209
Loss = 9.2340e-02, PNorm = 457.0500, GNorm = 2.8262, lr_0 = 9.9426e-04
Loss = 3.5489e-02, PNorm = 457.0844, GNorm = 0.4573, lr_0 = 9.9426e-04
Validation prc-auc = 0.037543
Epoch 8210
Loss = 3.8795e-02, PNorm = 457.1134, GNorm = 0.5105, lr_0 = 9.9426e-04
Validation prc-auc = 0.037947
Epoch 8211
Loss = 6.0160e-02, PNorm = 457.1431, GNorm = 1.3870, lr_0 = 9.9426e-04
Validation prc-auc = 0.036494
Epoch 8212
Loss = 3.4252e-02, PNorm = 457.1786, GNorm = 0.5011, lr_0 = 9.9426e-04
Validation prc-auc = 0.040471
Epoch 8213
Loss = 7.6213e-03, PNorm = 457.2050, GNorm = 0.3839, lr_0 = 9.9426e-04
Validation prc-auc = 0.040781
Epoch 8214
Loss = 2.3002e-02, PNorm = 457.2251, GNorm = 1.4776, lr_0 = 9.9426e-04
Validation prc-auc = 0.038619
Epoch 8215
Loss = 3.8027e-02, PNorm = 457.2474, GNorm = 0.0939, lr_0 = 9.9426e-04
Validation prc-auc = 0.039785
Epoch 8216
Loss = 2.2490e-02, PNorm = 457.2682, GNorm = 1.9215, lr_0 = 9.9425e-04
Validation prc-auc = 0.039227
Epoch 8217
Loss = 3.6299e-02, PNorm = 457.2895, GNorm = 0.7927, lr_0 = 9.9425e-04
Validation prc-auc = 0.038870
Epoch 8218
Loss = 4.0452e-03, PNorm = 457.3087, GNorm = 0.1145, lr_0 = 9.9425e-04
Validation prc-auc = 0.040177
Epoch 8219
Loss = 5.5236e-03, PNorm = 457.3254, GNorm = 0.2167, lr_0 = 9.9425e-04
Loss = 1.7399e-02, PNorm = 457.3445, GNorm = 0.2005, lr_0 = 9.9425e-04
Validation prc-auc = 0.040094
Epoch 8220
Loss = 5.9317e-02, PNorm = 457.3707, GNorm = 1.3862, lr_0 = 9.9425e-04
Validation prc-auc = 0.036730
Epoch 8221
Loss = 1.4938e-02, PNorm = 457.3936, GNorm = 1.0682, lr_0 = 9.9425e-04
Validation prc-auc = 0.043710
Epoch 8222
Loss = 1.5314e-02, PNorm = 457.4103, GNorm = 0.5443, lr_0 = 9.9425e-04
Validation prc-auc = 0.047245
Epoch 8223
Loss = 9.2014e-03, PNorm = 457.4257, GNorm = 0.2885, lr_0 = 9.9425e-04
Validation prc-auc = 0.075783
Epoch 8224
Loss = 4.5739e-03, PNorm = 457.4423, GNorm = 0.2947, lr_0 = 9.9425e-04
Validation prc-auc = 0.080045
Epoch 8225
Loss = 7.8815e-02, PNorm = 457.4638, GNorm = 0.1617, lr_0 = 9.9425e-04
Validation prc-auc = 0.054553
Epoch 8226
Loss = 1.2285e-01, PNorm = 457.4997, GNorm = 0.1763, lr_0 = 9.9425e-04
Validation prc-auc = 0.054782
Epoch 8227
Loss = 5.0956e-02, PNorm = 457.5427, GNorm = 1.0209, lr_0 = 9.9425e-04
Validation prc-auc = 0.049121
Epoch 8228
Loss = 6.0987e-02, PNorm = 457.5852, GNorm = 1.0829, lr_0 = 9.9425e-04
Validation prc-auc = 0.056971
Epoch 8229
Loss = 7.8695e-02, PNorm = 457.6220, GNorm = 1.7574, lr_0 = 9.9424e-04
Loss = 2.5424e-02, PNorm = 457.6500, GNorm = 0.3009, lr_0 = 9.9424e-04
Validation prc-auc = 0.055282
Epoch 8230
Loss = 1.4735e-02, PNorm = 457.6739, GNorm = 1.0133, lr_0 = 9.9424e-04
Validation prc-auc = 0.052634
Epoch 8231
Loss = 9.7241e-03, PNorm = 457.6951, GNorm = 0.2230, lr_0 = 9.9424e-04
Validation prc-auc = 0.050636
Epoch 8232
Loss = 1.4045e-02, PNorm = 457.7077, GNorm = 4.1892, lr_0 = 9.9424e-04
Validation prc-auc = 0.051574
Epoch 8233
Loss = 1.1644e-02, PNorm = 457.7229, GNorm = 0.0480, lr_0 = 9.9424e-04
Validation prc-auc = 0.053232
Epoch 8234
Loss = 3.4779e-02, PNorm = 457.7408, GNorm = 2.4020, lr_0 = 9.9424e-04
Validation prc-auc = 0.055107
Epoch 8235
Loss = 9.4512e-02, PNorm = 457.7677, GNorm = 5.0972, lr_0 = 9.9424e-04
Validation prc-auc = 0.043904
Epoch 8236
Loss = 2.3132e-02, PNorm = 457.8050, GNorm = 0.2135, lr_0 = 9.9424e-04
Validation prc-auc = 0.048823
Epoch 8237
Loss = 8.7510e-03, PNorm = 457.8411, GNorm = 0.1709, lr_0 = 9.9424e-04
Validation prc-auc = 0.056906
Epoch 8238
Loss = 2.6013e-02, PNorm = 457.8683, GNorm = 1.6748, lr_0 = 9.9424e-04
Validation prc-auc = 0.054389
Epoch 8239
Loss = 8.2281e-04, PNorm = 457.8940, GNorm = 0.0451, lr_0 = 9.9424e-04
Loss = 2.8972e-02, PNorm = 457.9209, GNorm = 0.9620, lr_0 = 9.9424e-04
Validation prc-auc = 0.056990
Epoch 8240
Loss = 2.8368e-02, PNorm = 457.9492, GNorm = 0.3919, lr_0 = 9.9424e-04
Validation prc-auc = 0.052016
Epoch 8241
Loss = 1.5812e-02, PNorm = 457.9728, GNorm = 1.2981, lr_0 = 9.9424e-04
Validation prc-auc = 0.055351
Epoch 8242
Loss = 1.8042e-02, PNorm = 457.9898, GNorm = 2.0705, lr_0 = 9.9423e-04
Validation prc-auc = 0.053323
Epoch 8243
Loss = 3.7290e-02, PNorm = 458.0170, GNorm = 1.7699, lr_0 = 9.9423e-04
Validation prc-auc = 0.051147
Epoch 8244
Loss = 2.8927e-02, PNorm = 458.0485, GNorm = 0.9896, lr_0 = 9.9423e-04
Validation prc-auc = 0.048116
Epoch 8245
Loss = 8.6058e-03, PNorm = 458.0770, GNorm = 0.5085, lr_0 = 9.9423e-04
Validation prc-auc = 0.046307
Epoch 8246
Loss = 1.6871e-02, PNorm = 458.1035, GNorm = 0.0359, lr_0 = 9.9423e-04
Validation prc-auc = 0.047179
Epoch 8247
Loss = 2.6395e-02, PNorm = 458.1266, GNorm = 0.4842, lr_0 = 9.9423e-04
Validation prc-auc = 0.048868
Epoch 8248
Loss = 8.3223e-03, PNorm = 458.1583, GNorm = 0.5053, lr_0 = 9.9423e-04
Validation prc-auc = 0.049207
Epoch 8249
Loss = 3.6325e-03, PNorm = 458.1853, GNorm = 0.1653, lr_0 = 9.9423e-04
Loss = 3.5610e-02, PNorm = 458.2135, GNorm = 0.0969, lr_0 = 9.9423e-04
Validation prc-auc = 0.050999
Epoch 8250
Loss = 1.8935e-02, PNorm = 458.2411, GNorm = 0.4104, lr_0 = 9.9423e-04
Validation prc-auc = 0.047545
Epoch 8251
Loss = 3.0557e-02, PNorm = 458.2576, GNorm = 0.9453, lr_0 = 9.9423e-04
Validation prc-auc = 0.041841
Epoch 8252
Loss = 6.2694e-03, PNorm = 458.2725, GNorm = 0.2550, lr_0 = 9.9423e-04
Validation prc-auc = 0.043435
Epoch 8253
Loss = 2.8197e-02, PNorm = 458.2883, GNorm = 0.2190, lr_0 = 9.9423e-04
Validation prc-auc = 0.040881
Epoch 8254
Loss = 2.1691e-02, PNorm = 458.3111, GNorm = 0.4842, lr_0 = 9.9423e-04
Validation prc-auc = 0.032250
Epoch 8255
Loss = 4.2652e-02, PNorm = 458.3333, GNorm = 0.3519, lr_0 = 9.9422e-04
Validation prc-auc = 0.021635
Epoch 8256
Loss = 2.3465e-02, PNorm = 458.3537, GNorm = 1.2756, lr_0 = 9.9422e-04
Validation prc-auc = 0.021782
Epoch 8257
Loss = 2.1280e-02, PNorm = 458.3741, GNorm = 0.1749, lr_0 = 9.9422e-04
Validation prc-auc = 0.024050
Epoch 8258
Loss = 8.2759e-03, PNorm = 458.3972, GNorm = 0.3238, lr_0 = 9.9422e-04
Validation prc-auc = 0.039065
Epoch 8259
Loss = 4.4112e-02, PNorm = 458.4217, GNorm = 0.9927, lr_0 = 9.9422e-04
Loss = 5.7690e-02, PNorm = 458.4585, GNorm = 0.1490, lr_0 = 9.9422e-04
Validation prc-auc = 0.038374
Epoch 8260
Loss = 2.6371e-02, PNorm = 458.4931, GNorm = 0.5441, lr_0 = 9.9422e-04
Validation prc-auc = 0.041927
Epoch 8261
Loss = 2.5646e-02, PNorm = 458.5301, GNorm = 0.0637, lr_0 = 9.9422e-04
Validation prc-auc = 0.040718
Epoch 8262
Loss = 3.0459e-02, PNorm = 458.5582, GNorm = 0.3291, lr_0 = 9.9422e-04
Validation prc-auc = 0.026798
Epoch 8263
Loss = 1.6794e-02, PNorm = 458.5823, GNorm = 1.9804, lr_0 = 9.9422e-04
Validation prc-auc = 0.024213
Epoch 8264
Loss = 3.1360e-02, PNorm = 458.6066, GNorm = 0.8866, lr_0 = 9.9422e-04
Validation prc-auc = 0.034328
Epoch 8265
Loss = 3.1901e-02, PNorm = 458.6280, GNorm = 1.5542, lr_0 = 9.9422e-04
Validation prc-auc = 0.023451
Epoch 8266
Loss = 9.3629e-03, PNorm = 458.6462, GNorm = 1.0459, lr_0 = 9.9422e-04
Validation prc-auc = 0.020819
Epoch 8267
Loss = 1.2366e-02, PNorm = 458.6705, GNorm = 0.1259, lr_0 = 9.9422e-04
Validation prc-auc = 0.020104
Epoch 8268
Loss = 8.9680e-03, PNorm = 458.6938, GNorm = 0.1376, lr_0 = 9.9422e-04
Validation prc-auc = 0.028985
Epoch 8269
Loss = 1.1895e-03, PNorm = 458.7203, GNorm = 0.0949, lr_0 = 9.9421e-04
Loss = 2.1841e-02, PNorm = 458.7479, GNorm = 0.1071, lr_0 = 9.9421e-04
Validation prc-auc = 0.041543
Epoch 8270
Loss = 3.3100e-02, PNorm = 458.7682, GNorm = 3.9039, lr_0 = 9.9421e-04
Validation prc-auc = 0.042947
Epoch 8271
Loss = 5.6942e-02, PNorm = 458.7971, GNorm = 1.8425, lr_0 = 9.9421e-04
Validation prc-auc = 0.031931
Epoch 8272
Loss = 2.4120e-02, PNorm = 458.8386, GNorm = 1.1707, lr_0 = 9.9421e-04
Validation prc-auc = 0.039535
Epoch 8273
Loss = 3.3977e-02, PNorm = 458.8723, GNorm = 0.5220, lr_0 = 9.9421e-04
Validation prc-auc = 0.040485
Epoch 8274
Loss = 2.7759e-02, PNorm = 458.9017, GNorm = 0.0833, lr_0 = 9.9421e-04
Validation prc-auc = 0.041681
Epoch 8275
Loss = 2.0882e-02, PNorm = 458.9211, GNorm = 0.4103, lr_0 = 9.9421e-04
Validation prc-auc = 0.039743
Epoch 8276
Loss = 1.6009e-02, PNorm = 458.9405, GNorm = 0.7356, lr_0 = 9.9421e-04
Validation prc-auc = 0.038677
Epoch 8277
Loss = 1.4172e-01, PNorm = 458.9637, GNorm = 0.3407, lr_0 = 9.9421e-04
Validation prc-auc = 0.033736
Epoch 8278
Loss = 4.2590e-02, PNorm = 458.9973, GNorm = 0.2850, lr_0 = 9.9421e-04
Validation prc-auc = 0.029392
Epoch 8279
Loss = 2.9774e-02, PNorm = 459.0304, GNorm = 0.7870, lr_0 = 9.9421e-04
Loss = 7.9498e-02, PNorm = 459.0683, GNorm = 1.7276, lr_0 = 9.9421e-04
Validation prc-auc = 0.034058
Epoch 8280
Loss = 3.5368e-02, PNorm = 459.1060, GNorm = 0.3382, lr_0 = 9.9421e-04
Validation prc-auc = 0.039673
Epoch 8281
Loss = 3.6760e-02, PNorm = 459.1436, GNorm = 0.5726, lr_0 = 9.9421e-04
Validation prc-auc = 0.044839
Epoch 8282
Loss = 3.7286e-02, PNorm = 459.1802, GNorm = 0.0969, lr_0 = 9.9420e-04
Validation prc-auc = 0.043449
Epoch 8283
Loss = 4.9930e-02, PNorm = 459.2133, GNorm = 2.3805, lr_0 = 9.9420e-04
Validation prc-auc = 0.039538
Epoch 8284
Loss = 4.3956e-02, PNorm = 459.2422, GNorm = 0.7519, lr_0 = 9.9420e-04
Validation prc-auc = 0.042545
Epoch 8285
Loss = 8.2331e-02, PNorm = 459.2665, GNorm = 1.0293, lr_0 = 9.9420e-04
Validation prc-auc = 0.046514
Epoch 8286
Loss = 1.3540e-02, PNorm = 459.2904, GNorm = 0.1686, lr_0 = 9.9420e-04
Validation prc-auc = 0.046678
Epoch 8287
Loss = 4.2019e-02, PNorm = 459.3185, GNorm = 3.5431, lr_0 = 9.9420e-04
Validation prc-auc = 0.049312
Epoch 8288
Loss = 5.1263e-02, PNorm = 459.3438, GNorm = 0.6120, lr_0 = 9.9420e-04
Validation prc-auc = 0.051741
Epoch 8289
Loss = 4.0185e-03, PNorm = 459.3685, GNorm = 0.2728, lr_0 = 9.9420e-04
Loss = 2.0073e-02, PNorm = 459.3951, GNorm = 0.0670, lr_0 = 9.9420e-04
Validation prc-auc = 0.044630
Epoch 8290
Loss = 2.4135e-02, PNorm = 459.4200, GNorm = 2.2662, lr_0 = 9.9420e-04
Validation prc-auc = 0.048458
Epoch 8291
Loss = 4.6223e-02, PNorm = 459.4504, GNorm = 0.3008, lr_0 = 9.9420e-04
Validation prc-auc = 0.042334
Epoch 8292
Loss = 3.0452e-02, PNorm = 459.4880, GNorm = 0.1842, lr_0 = 9.9420e-04
Validation prc-auc = 0.042902
Epoch 8293
Loss = 2.2473e-02, PNorm = 459.5243, GNorm = 0.3181, lr_0 = 9.9420e-04
Validation prc-auc = 0.045405
Epoch 8294
Loss = 6.1393e-03, PNorm = 459.5518, GNorm = 0.2282, lr_0 = 9.9420e-04
Validation prc-auc = 0.049463
Epoch 8295
Loss = 6.1579e-02, PNorm = 459.5746, GNorm = 0.9509, lr_0 = 9.9419e-04
Validation prc-auc = 0.049114
Epoch 8296
Loss = 5.2589e-03, PNorm = 459.5979, GNorm = 0.1429, lr_0 = 9.9419e-04
Validation prc-auc = 0.048534
Epoch 8297
Loss = 2.4308e-02, PNorm = 459.6200, GNorm = 0.9363, lr_0 = 9.9419e-04
Validation prc-auc = 0.047000
Epoch 8298
Loss = 1.4763e-02, PNorm = 459.6472, GNorm = 0.4245, lr_0 = 9.9419e-04
Validation prc-auc = 0.051036
Epoch 8299
Loss = 5.5939e-04, PNorm = 459.6738, GNorm = 0.0312, lr_0 = 9.9419e-04
Loss = 2.4624e-02, PNorm = 459.6970, GNorm = 2.3371, lr_0 = 9.9419e-04
Validation prc-auc = 0.051796
Epoch 8300
Loss = 1.5630e-02, PNorm = 459.7195, GNorm = 1.1847, lr_0 = 9.9419e-04
Validation prc-auc = 0.053582
Epoch 8301
Loss = 3.1739e-02, PNorm = 459.7404, GNorm = 0.3570, lr_0 = 9.9419e-04
Validation prc-auc = 0.053519
Epoch 8302
Loss = 1.9580e-02, PNorm = 459.7593, GNorm = 0.1392, lr_0 = 9.9419e-04
Validation prc-auc = 0.051561
Epoch 8303
Loss = 3.5260e-02, PNorm = 459.7746, GNorm = 0.4760, lr_0 = 9.9419e-04
Validation prc-auc = 0.048739
Epoch 8304
Loss = 1.7914e-02, PNorm = 459.7916, GNorm = 0.6914, lr_0 = 9.9419e-04
Validation prc-auc = 0.046252
Epoch 8305
Loss = 6.4121e-03, PNorm = 459.8085, GNorm = 1.2650, lr_0 = 9.9419e-04
Validation prc-auc = 0.045819
Epoch 8306
Loss = 5.7322e-02, PNorm = 459.8244, GNorm = 0.2929, lr_0 = 9.9419e-04
Validation prc-auc = 0.040657
Epoch 8307
Loss = 1.0369e-02, PNorm = 459.8482, GNorm = 0.3287, lr_0 = 9.9419e-04
Validation prc-auc = 0.047987
Epoch 8308
Loss = 6.0104e-03, PNorm = 459.8701, GNorm = 0.2167, lr_0 = 9.9419e-04
Validation prc-auc = 0.049262
Epoch 8309
Loss = 5.4595e-02, PNorm = 459.8894, GNorm = 1.3745, lr_0 = 9.9418e-04
Loss = 2.0297e-02, PNorm = 459.9116, GNorm = 0.3372, lr_0 = 9.9418e-04
Validation prc-auc = 0.051023
Epoch 8310
Loss = 3.1992e-02, PNorm = 459.9329, GNorm = 0.5169, lr_0 = 9.9418e-04
Validation prc-auc = 0.047995
Epoch 8311
Loss = 2.4405e-02, PNorm = 459.9568, GNorm = 0.0448, lr_0 = 9.9418e-04
Validation prc-auc = 0.045925
Epoch 8312
Loss = 5.4179e-02, PNorm = 459.9788, GNorm = 1.0703, lr_0 = 9.9418e-04
Validation prc-auc = 0.034465
Epoch 8313
Loss = 6.2636e-02, PNorm = 460.0115, GNorm = 5.6301, lr_0 = 9.9418e-04
Validation prc-auc = 0.033925
Epoch 8314
Loss = 4.7521e-02, PNorm = 460.0546, GNorm = 0.1397, lr_0 = 9.9418e-04
Validation prc-auc = 0.039000
Epoch 8315
Loss = 4.2348e-02, PNorm = 460.0941, GNorm = 1.7704, lr_0 = 9.9418e-04
Validation prc-auc = 0.039548
Epoch 8316
Loss = 1.5483e-02, PNorm = 460.1290, GNorm = 1.1014, lr_0 = 9.9418e-04
Validation prc-auc = 0.040083
Epoch 8317
Loss = 2.7808e-02, PNorm = 460.1522, GNorm = 0.1778, lr_0 = 9.9418e-04
Validation prc-auc = 0.045689
Epoch 8318
Loss = 3.9566e-02, PNorm = 460.1710, GNorm = 2.8386, lr_0 = 9.9418e-04
Validation prc-auc = 0.045188
Epoch 8319
Loss = 8.1184e-03, PNorm = 460.1929, GNorm = 1.1186, lr_0 = 9.9418e-04
Loss = 3.1812e-02, PNorm = 460.2246, GNorm = 0.6282, lr_0 = 9.9418e-04
Validation prc-auc = 0.047073
Epoch 8320
Loss = 7.8830e-03, PNorm = 460.2542, GNorm = 0.2192, lr_0 = 9.9418e-04
Validation prc-auc = 0.051443
Epoch 8321
Loss = 2.8822e-02, PNorm = 460.2786, GNorm = 0.8948, lr_0 = 9.9418e-04
Validation prc-auc = 0.049189
Epoch 8322
Loss = 1.1762e-02, PNorm = 460.2997, GNorm = 0.1242, lr_0 = 9.9417e-04
Validation prc-auc = 0.054470
Epoch 8323
Loss = 5.1881e-03, PNorm = 460.3137, GNorm = 0.0197, lr_0 = 9.9417e-04
Validation prc-auc = 0.060519
Epoch 8324
Loss = 3.3353e-02, PNorm = 460.3281, GNorm = 0.1585, lr_0 = 9.9417e-04
Validation prc-auc = 0.042664
Epoch 8325
Loss = 5.5169e-02, PNorm = 460.3602, GNorm = 0.5315, lr_0 = 9.9417e-04
Validation prc-auc = 0.039735
Epoch 8326
Loss = 1.4921e-02, PNorm = 460.4023, GNorm = 0.5716, lr_0 = 9.9417e-04
Validation prc-auc = 0.036515
Epoch 8327
Loss = 4.3014e-02, PNorm = 460.4428, GNorm = 2.6350, lr_0 = 9.9417e-04
Validation prc-auc = 0.039113
Epoch 8328
Loss = 3.4677e-02, PNorm = 460.4720, GNorm = 0.4416, lr_0 = 9.9417e-04
Validation prc-auc = 0.027042
Epoch 8329
Loss = 2.6676e-02, PNorm = 460.4943, GNorm = 1.3468, lr_0 = 9.9417e-04
Loss = 9.8520e-03, PNorm = 460.5148, GNorm = 0.1558, lr_0 = 9.9417e-04
Validation prc-auc = 0.040666
Epoch 8330
Loss = 5.4076e-02, PNorm = 460.5318, GNorm = 0.0860, lr_0 = 9.9417e-04
Validation prc-auc = 0.033178
Epoch 8331
Loss = 3.2777e-02, PNorm = 460.5523, GNorm = 0.0392, lr_0 = 9.9417e-04
Validation prc-auc = 0.041645
Epoch 8332
Loss = 1.6526e-02, PNorm = 460.5732, GNorm = 0.0592, lr_0 = 9.9417e-04
Validation prc-auc = 0.044068
Epoch 8333
Loss = 4.1666e-02, PNorm = 460.6038, GNorm = 0.7765, lr_0 = 9.9417e-04
Validation prc-auc = 0.043763
Epoch 8334
Loss = 9.5354e-03, PNorm = 460.6294, GNorm = 1.8131, lr_0 = 9.9417e-04
Validation prc-auc = 0.042736
Epoch 8335
Loss = 2.5620e-02, PNorm = 460.6486, GNorm = 0.1047, lr_0 = 9.9416e-04
Validation prc-auc = 0.040607
Epoch 8336
Loss = 3.1240e-02, PNorm = 460.6719, GNorm = 0.2588, lr_0 = 9.9416e-04
Validation prc-auc = 0.044127
Epoch 8337
Loss = 1.3048e-01, PNorm = 460.7011, GNorm = 5.7038, lr_0 = 9.9416e-04
Validation prc-auc = 0.031789
Epoch 8338
Loss = 1.9735e-02, PNorm = 460.7496, GNorm = 1.1402, lr_0 = 9.9416e-04
Validation prc-auc = 0.031690
Epoch 8339
Loss = 4.1018e-03, PNorm = 460.7897, GNorm = 0.2502, lr_0 = 9.9416e-04
Loss = 2.6974e-02, PNorm = 460.8134, GNorm = 0.0421, lr_0 = 9.9416e-04
Validation prc-auc = 0.040088
Epoch 8340
Loss = 1.2900e-02, PNorm = 460.8338, GNorm = 1.6070, lr_0 = 9.9416e-04
Validation prc-auc = 0.056110
Epoch 8341
Loss = 2.3258e-02, PNorm = 460.8529, GNorm = 3.7931, lr_0 = 9.9416e-04
Validation prc-auc = 0.066547
Epoch 8342
Loss = 1.5544e-02, PNorm = 460.8775, GNorm = 0.2258, lr_0 = 9.9416e-04
Validation prc-auc = 0.052456
Epoch 8343
Loss = 5.0677e-02, PNorm = 460.9075, GNorm = 0.1514, lr_0 = 9.9416e-04
Validation prc-auc = 0.043839
Epoch 8344
Loss = 5.3468e-02, PNorm = 460.9363, GNorm = 0.5207, lr_0 = 9.9416e-04
Validation prc-auc = 0.041864
Epoch 8345
Loss = 1.3932e-02, PNorm = 460.9562, GNorm = 0.6165, lr_0 = 9.9416e-04
Validation prc-auc = 0.044498
Epoch 8346
Loss = 2.6498e-02, PNorm = 460.9719, GNorm = 0.3795, lr_0 = 9.9416e-04
Validation prc-auc = 0.050139
Epoch 8347
Loss = 3.3209e-02, PNorm = 460.9909, GNorm = 0.2407, lr_0 = 9.9416e-04
Validation prc-auc = 0.049205
Epoch 8348
Loss = 2.2823e-02, PNorm = 461.0120, GNorm = 0.2298, lr_0 = 9.9416e-04
Validation prc-auc = 0.055788
Epoch 8349
Loss = 5.5906e-03, PNorm = 461.0304, GNorm = 0.4816, lr_0 = 9.9415e-04
Loss = 2.8781e-02, PNorm = 461.0521, GNorm = 2.0070, lr_0 = 9.9415e-04
Validation prc-auc = 0.059332
Epoch 8350
Loss = 3.2526e-02, PNorm = 461.0800, GNorm = 0.4779, lr_0 = 9.9415e-04
Validation prc-auc = 0.061961
Epoch 8351
Loss = 1.8566e-02, PNorm = 461.1085, GNorm = 1.6897, lr_0 = 9.9415e-04
Validation prc-auc = 0.061496
Epoch 8352
Loss = 3.0844e-02, PNorm = 461.1311, GNorm = 1.1837, lr_0 = 9.9415e-04
Validation prc-auc = 0.053812
Epoch 8353
Loss = 7.5534e-03, PNorm = 461.1502, GNorm = 0.5822, lr_0 = 9.9415e-04
Validation prc-auc = 0.054328
Epoch 8354
Loss = 1.6362e-02, PNorm = 461.1682, GNorm = 1.7685, lr_0 = 9.9415e-04
Validation prc-auc = 0.054618
Epoch 8355
Loss = 9.8737e-03, PNorm = 461.1926, GNorm = 0.0973, lr_0 = 9.9415e-04
Validation prc-auc = 0.048383
Epoch 8356
Loss = 4.4760e-02, PNorm = 461.2159, GNorm = 2.8834, lr_0 = 9.9415e-04
Validation prc-auc = 0.053196
Epoch 8357
Loss = 1.2465e-02, PNorm = 461.2396, GNorm = 1.2936, lr_0 = 9.9415e-04
Validation prc-auc = 0.051850
Epoch 8358
Loss = 1.4328e-03, PNorm = 461.2601, GNorm = 0.0371, lr_0 = 9.9415e-04
Validation prc-auc = 0.059984
Epoch 8359
Loss = 9.1011e-03, PNorm = 461.2887, GNorm = 0.6768, lr_0 = 9.9415e-04
Loss = 4.2032e-02, PNorm = 461.3268, GNorm = 1.1916, lr_0 = 9.9415e-04
Validation prc-auc = 0.048298
Epoch 8360
Loss = 3.7733e-02, PNorm = 461.3632, GNorm = 0.4699, lr_0 = 9.9415e-04
Validation prc-auc = 0.046158
Epoch 8361
Loss = 3.4038e-02, PNorm = 461.3970, GNorm = 0.6844, lr_0 = 9.9414e-04
Validation prc-auc = 0.049961
Epoch 8362
Loss = 6.6034e-02, PNorm = 461.4324, GNorm = 0.2330, lr_0 = 9.9414e-04
Validation prc-auc = 0.023902
Epoch 8363
Loss = 5.8423e-02, PNorm = 461.4684, GNorm = 0.4222, lr_0 = 9.9414e-04
Validation prc-auc = 0.024421
Epoch 8364
Loss = 3.9696e-02, PNorm = 461.5075, GNorm = 0.2032, lr_0 = 9.9414e-04
Validation prc-auc = 0.029178
Epoch 8365
Loss = 3.8168e-02, PNorm = 461.5460, GNorm = 2.2256, lr_0 = 9.9414e-04
Validation prc-auc = 0.025472
Epoch 8366
Loss = 2.6527e-02, PNorm = 461.5810, GNorm = 1.3524, lr_0 = 9.9414e-04
Validation prc-auc = 0.035229
Epoch 8367
Loss = 4.7396e-02, PNorm = 461.6101, GNorm = 1.4504, lr_0 = 9.9414e-04
Validation prc-auc = 0.031742
Epoch 8368
Loss = 5.3882e-02, PNorm = 461.6401, GNorm = 1.6292, lr_0 = 9.9414e-04
Validation prc-auc = 0.035020
Epoch 8369
Loss = 2.0964e-02, PNorm = 461.6689, GNorm = 0.5797, lr_0 = 9.9414e-04
Loss = 4.1095e-02, PNorm = 461.7025, GNorm = 0.1230, lr_0 = 9.9414e-04
Validation prc-auc = 0.041637
Epoch 8370
Loss = 6.7495e-02, PNorm = 461.7372, GNorm = 2.4696, lr_0 = 9.9414e-04
Validation prc-auc = 0.029506
Epoch 8371
Loss = 5.7914e-02, PNorm = 461.7715, GNorm = 3.2115, lr_0 = 9.9414e-04
Validation prc-auc = 0.038151
Epoch 8372
Loss = 3.1211e-02, PNorm = 461.8111, GNorm = 0.3838, lr_0 = 9.9414e-04
Validation prc-auc = 0.047338
Epoch 8373
Loss = 5.6268e-02, PNorm = 461.8507, GNorm = 0.1419, lr_0 = 9.9414e-04
Validation prc-auc = 0.048144
Epoch 8374
Loss = 3.2155e-02, PNorm = 461.8956, GNorm = 1.5329, lr_0 = 9.9414e-04
Validation prc-auc = 0.040560
Epoch 8375
Loss = 3.8804e-02, PNorm = 461.9320, GNorm = 0.1549, lr_0 = 9.9413e-04
Validation prc-auc = 0.041373
Epoch 8376
Loss = 8.3760e-02, PNorm = 461.9614, GNorm = 10.2716, lr_0 = 9.9413e-04
Validation prc-auc = 0.038065
Epoch 8377
Loss = 4.6750e-02, PNorm = 461.9975, GNorm = 0.2994, lr_0 = 9.9413e-04
Validation prc-auc = 0.046908
Epoch 8378
Loss = 3.5622e-02, PNorm = 462.0321, GNorm = 1.0362, lr_0 = 9.9413e-04
Validation prc-auc = 0.037170
Epoch 8379
Loss = 1.2694e-02, PNorm = 462.0619, GNorm = 0.3060, lr_0 = 9.9413e-04
Loss = 4.0069e-02, PNorm = 462.0861, GNorm = 1.6173, lr_0 = 9.9413e-04
Validation prc-auc = 0.054540
Epoch 8380
Loss = 4.6560e-02, PNorm = 462.1100, GNorm = 1.6888, lr_0 = 9.9413e-04
Validation prc-auc = 0.056217
Epoch 8381
Loss = 2.3191e-02, PNorm = 462.1345, GNorm = 1.8979, lr_0 = 9.9413e-04
Validation prc-auc = 0.052266
Epoch 8382
Loss = 1.7338e-02, PNorm = 462.1583, GNorm = 1.1965, lr_0 = 9.9413e-04
Validation prc-auc = 0.052904
Epoch 8383
Loss = 5.0998e-02, PNorm = 462.1793, GNorm = 1.4920, lr_0 = 9.9413e-04
Validation prc-auc = 0.052193
Epoch 8384
Loss = 4.4177e-02, PNorm = 462.2027, GNorm = 0.3410, lr_0 = 9.9413e-04
Validation prc-auc = 0.053749
Epoch 8385
Loss = 2.3379e-02, PNorm = 462.2219, GNorm = 0.5391, lr_0 = 9.9413e-04
Validation prc-auc = 0.055350
Epoch 8386
Loss = 9.5083e-03, PNorm = 462.2415, GNorm = 0.1875, lr_0 = 9.9413e-04
Validation prc-auc = 0.052304
Epoch 8387
Loss = 6.3545e-02, PNorm = 462.2670, GNorm = 3.7803, lr_0 = 9.9413e-04
Validation prc-auc = 0.052661
Epoch 8388
Loss = 5.5478e-02, PNorm = 462.3135, GNorm = 1.3514, lr_0 = 9.9413e-04
Validation prc-auc = 0.050545
Epoch 8389
Loss = 2.6145e-02, PNorm = 462.3518, GNorm = 1.6402, lr_0 = 9.9412e-04
Loss = 9.8897e-03, PNorm = 462.3788, GNorm = 0.7115, lr_0 = 9.9412e-04
Validation prc-auc = 0.052083
Epoch 8390
Loss = 4.3060e-02, PNorm = 462.3966, GNorm = 0.5583, lr_0 = 9.9412e-04
Validation prc-auc = 0.055433
Epoch 8391
Loss = 1.9134e-02, PNorm = 462.4163, GNorm = 0.0497, lr_0 = 9.9412e-04
Validation prc-auc = 0.050384
Epoch 8392
Loss = 3.1714e-02, PNorm = 462.4320, GNorm = 1.6893, lr_0 = 9.9412e-04
Validation prc-auc = 0.043441
Epoch 8393
Loss = 1.8169e-02, PNorm = 462.4512, GNorm = 0.3575, lr_0 = 9.9412e-04
Validation prc-auc = 0.035285
Epoch 8394
Loss = 6.7158e-02, PNorm = 462.4687, GNorm = 0.1572, lr_0 = 9.9412e-04
Validation prc-auc = 0.039797
Epoch 8395
Loss = 1.2646e-02, PNorm = 462.4999, GNorm = 0.6005, lr_0 = 9.9412e-04
Validation prc-auc = 0.040362
Epoch 8396
Loss = 8.7418e-03, PNorm = 462.5261, GNorm = 0.2318, lr_0 = 9.9412e-04
Validation prc-auc = 0.038158
Epoch 8397
Loss = 3.1157e-02, PNorm = 462.5493, GNorm = 1.8677, lr_0 = 9.9412e-04
Validation prc-auc = 0.042398
Epoch 8398
Loss = 2.1741e-02, PNorm = 462.5742, GNorm = 1.7987, lr_0 = 9.9412e-04
Validation prc-auc = 0.050429
Epoch 8399
Loss = 1.4459e-02, PNorm = 462.5932, GNorm = 1.3334, lr_0 = 9.9412e-04
Loss = 2.7947e-02, PNorm = 462.6178, GNorm = 0.2974, lr_0 = 9.9412e-04
Validation prc-auc = 0.051326
Epoch 8400
Loss = 4.0167e-02, PNorm = 462.6534, GNorm = 0.4523, lr_0 = 9.9412e-04
Validation prc-auc = 0.047665
Epoch 8401
Loss = 2.6145e-02, PNorm = 462.6865, GNorm = 0.3332, lr_0 = 9.9411e-04
Validation prc-auc = 0.052897
Epoch 8402
Loss = 3.8587e-02, PNorm = 462.7132, GNorm = 1.0846, lr_0 = 9.9411e-04
Validation prc-auc = 0.053109
Epoch 8403
Loss = 9.8567e-03, PNorm = 462.7376, GNorm = 1.0263, lr_0 = 9.9411e-04
Validation prc-auc = 0.050321
Epoch 8404
Loss = 5.3076e-03, PNorm = 462.7536, GNorm = 0.9106, lr_0 = 9.9411e-04
Validation prc-auc = 0.045488
Epoch 8405
Loss = 2.4058e-02, PNorm = 462.7659, GNorm = 1.2853, lr_0 = 9.9411e-04
Validation prc-auc = 0.045461
Epoch 8406
Loss = 4.9299e-02, PNorm = 462.7771, GNorm = 2.2401, lr_0 = 9.9411e-04
Validation prc-auc = 0.047764
Epoch 8407
Loss = 4.5479e-02, PNorm = 462.7920, GNorm = 2.3787, lr_0 = 9.9411e-04
Validation prc-auc = 0.040565
Epoch 8408
Loss = 1.1990e-02, PNorm = 462.8136, GNorm = 0.4843, lr_0 = 9.9411e-04
Validation prc-auc = 0.046064
Epoch 8409
Loss = 1.2331e-01, PNorm = 462.8386, GNorm = 1.6870, lr_0 = 9.9411e-04
Loss = 4.9013e-02, PNorm = 462.8673, GNorm = 0.9579, lr_0 = 9.9411e-04
Validation prc-auc = 0.045456
Epoch 8410
Loss = 2.8289e-02, PNorm = 462.8900, GNorm = 0.1494, lr_0 = 9.9411e-04
Validation prc-auc = 0.051661
Epoch 8411
Loss = 2.5457e-02, PNorm = 462.9070, GNorm = 0.3181, lr_0 = 9.9411e-04
Validation prc-auc = 0.052880
Epoch 8412
Loss = 4.3279e-02, PNorm = 462.9255, GNorm = 0.0715, lr_0 = 9.9411e-04
Validation prc-auc = 0.054166
Epoch 8413
Loss = 1.5235e-02, PNorm = 462.9421, GNorm = 1.5828, lr_0 = 9.9411e-04
Validation prc-auc = 0.062905
Epoch 8414
Loss = 2.0973e-02, PNorm = 462.9594, GNorm = 0.0877, lr_0 = 9.9411e-04
Validation prc-auc = 0.067118
Epoch 8415
Loss = 1.3428e-01, PNorm = 462.9829, GNorm = 0.9042, lr_0 = 9.9410e-04
Validation prc-auc = 0.035531
Epoch 8416
Loss = 6.6517e-02, PNorm = 463.0095, GNorm = 0.4301, lr_0 = 9.9410e-04
Validation prc-auc = 0.019099
Epoch 8417
Loss = 1.4582e-02, PNorm = 463.0414, GNorm = 0.1032, lr_0 = 9.9410e-04
Validation prc-auc = 0.018394
Epoch 8418
Loss = 9.8825e-02, PNorm = 463.0702, GNorm = 2.3068, lr_0 = 9.9410e-04
Validation prc-auc = 0.020724
Epoch 8419
Loss = 9.3750e-03, PNorm = 463.1103, GNorm = 0.4823, lr_0 = 9.9410e-04
Loss = 5.8322e-02, PNorm = 463.1401, GNorm = 1.1260, lr_0 = 9.9410e-04
Validation prc-auc = 0.040402
Epoch 8420
Loss = 2.3290e-02, PNorm = 463.1723, GNorm = 2.8356, lr_0 = 9.9410e-04
Validation prc-auc = 0.059798
Epoch 8421
Loss = 5.4531e-03, PNorm = 463.1947, GNorm = 0.0588, lr_0 = 9.9410e-04
Validation prc-auc = 0.059452
Epoch 8422
Loss = 4.2433e-02, PNorm = 463.2142, GNorm = 2.0520, lr_0 = 9.9410e-04
Validation prc-auc = 0.048213
Epoch 8423
Loss = 3.8668e-02, PNorm = 463.2351, GNorm = 0.2644, lr_0 = 9.9410e-04
Validation prc-auc = 0.029594
Epoch 8424
Loss = 2.1469e-02, PNorm = 463.2525, GNorm = 0.6218, lr_0 = 9.9410e-04
Validation prc-auc = 0.022682
Epoch 8425
Loss = 2.0470e-02, PNorm = 463.2728, GNorm = 0.6081, lr_0 = 9.9410e-04
Validation prc-auc = 0.021172
Epoch 8426
Loss = 6.6966e-02, PNorm = 463.2923, GNorm = 0.2236, lr_0 = 9.9410e-04
Validation prc-auc = 0.019758
Epoch 8427
Loss = 1.1277e-02, PNorm = 463.3168, GNorm = 1.3062, lr_0 = 9.9410e-04
Validation prc-auc = 0.021338
Epoch 8428
Loss = 1.0850e-02, PNorm = 463.3367, GNorm = 1.1222, lr_0 = 9.9409e-04
Validation prc-auc = 0.022116
Epoch 8429
Loss = 4.6143e-02, PNorm = 463.3587, GNorm = 0.9723, lr_0 = 9.9409e-04
Loss = 4.4680e-02, PNorm = 463.3940, GNorm = 1.2174, lr_0 = 9.9409e-04
Validation prc-auc = 0.027299
Epoch 8430
Loss = 5.4104e-02, PNorm = 463.4278, GNorm = 1.9314, lr_0 = 9.9409e-04
Validation prc-auc = 0.023397
Epoch 8431
Loss = 2.5067e-02, PNorm = 463.4603, GNorm = 0.2802, lr_0 = 9.9409e-04
Validation prc-auc = 0.024067
Epoch 8432
Loss = 2.3463e-02, PNorm = 463.4823, GNorm = 0.2180, lr_0 = 9.9409e-04
Validation prc-auc = 0.025631
Epoch 8433
Loss = 5.1156e-02, PNorm = 463.4988, GNorm = 0.0693, lr_0 = 9.9409e-04
Validation prc-auc = 0.027482
Epoch 8434
Loss = 3.4856e-02, PNorm = 463.5160, GNorm = 1.3997, lr_0 = 9.9409e-04
Validation prc-auc = 0.026490
Epoch 8435
Loss = 3.1229e-02, PNorm = 463.5354, GNorm = 0.6360, lr_0 = 9.9409e-04
Validation prc-auc = 0.023394
Epoch 8436
Loss = 2.0960e-02, PNorm = 463.5634, GNorm = 0.1583, lr_0 = 9.9409e-04
Validation prc-auc = 0.021104
Epoch 8437
Loss = 4.3907e-02, PNorm = 463.5888, GNorm = 0.4375, lr_0 = 9.9409e-04
Validation prc-auc = 0.021260
Epoch 8438
Loss = 1.6709e-02, PNorm = 463.6106, GNorm = 1.5814, lr_0 = 9.9409e-04
Validation prc-auc = 0.020501
Epoch 8439
Loss = 5.5949e-03, PNorm = 463.6352, GNorm = 0.4042, lr_0 = 9.9409e-04
Loss = 3.5825e-02, PNorm = 463.6611, GNorm = 1.1252, lr_0 = 9.9409e-04
Validation prc-auc = 0.032262
Epoch 8440
Loss = 3.7193e-02, PNorm = 463.6913, GNorm = 0.0694, lr_0 = 9.9409e-04
Validation prc-auc = 0.034258
Epoch 8441
Loss = 2.3839e-02, PNorm = 463.7169, GNorm = 0.2844, lr_0 = 9.9408e-04
Validation prc-auc = 0.040310
Epoch 8442
Loss = 4.0546e-02, PNorm = 463.7429, GNorm = 1.3046, lr_0 = 9.9408e-04
Validation prc-auc = 0.032946
Epoch 8443
Loss = 3.4298e-02, PNorm = 463.7718, GNorm = 0.7089, lr_0 = 9.9408e-04
Validation prc-auc = 0.026795
Epoch 8444
Loss = 2.1175e-02, PNorm = 463.7947, GNorm = 2.0542, lr_0 = 9.9408e-04
Validation prc-auc = 0.026378
Epoch 8445
Loss = 3.7128e-02, PNorm = 463.8135, GNorm = 0.3520, lr_0 = 9.9408e-04
Validation prc-auc = 0.024933
Epoch 8446
Loss = 2.4010e-02, PNorm = 463.8342, GNorm = 0.2476, lr_0 = 9.9408e-04
Validation prc-auc = 0.024024
Epoch 8447
Loss = 2.7017e-02, PNorm = 463.8631, GNorm = 0.3452, lr_0 = 9.9408e-04
Validation prc-auc = 0.024655
Epoch 8448
Loss = 9.1130e-03, PNorm = 463.8910, GNorm = 0.7222, lr_0 = 9.9408e-04
Validation prc-auc = 0.025343
Epoch 8449
Loss = 4.7810e-03, PNorm = 463.9163, GNorm = 0.1051, lr_0 = 9.9408e-04
Loss = 5.5890e-02, PNorm = 463.9421, GNorm = 2.2748, lr_0 = 9.9408e-04
Validation prc-auc = 0.025799
Epoch 8450
Loss = 1.9451e-02, PNorm = 463.9675, GNorm = 0.7165, lr_0 = 9.9408e-04
Validation prc-auc = 0.024475
Epoch 8451
Loss = 3.5957e-02, PNorm = 463.9867, GNorm = 0.4119, lr_0 = 9.9408e-04
Validation prc-auc = 0.025075
Epoch 8452
Loss = 2.3663e-02, PNorm = 464.0091, GNorm = 0.1668, lr_0 = 9.9408e-04
Validation prc-auc = 0.025023
Epoch 8453
Loss = 5.0950e-02, PNorm = 464.0300, GNorm = 0.0912, lr_0 = 9.9408e-04
Validation prc-auc = 0.025141
Epoch 8454
Loss = 2.5435e-02, PNorm = 464.0542, GNorm = 0.3541, lr_0 = 9.9408e-04
Validation prc-auc = 0.024034
Epoch 8455
Loss = 4.1491e-02, PNorm = 464.0720, GNorm = 1.6111, lr_0 = 9.9407e-04
Validation prc-auc = 0.031521
Epoch 8456
Loss = 4.5734e-02, PNorm = 464.0928, GNorm = 0.5239, lr_0 = 9.9407e-04
Validation prc-auc = 0.038079
Epoch 8457
Loss = 2.6724e-02, PNorm = 464.1091, GNorm = 0.8246, lr_0 = 9.9407e-04
Validation prc-auc = 0.044522
Epoch 8458
Loss = 8.3614e-03, PNorm = 464.1204, GNorm = 0.1727, lr_0 = 9.9407e-04
Validation prc-auc = 0.056810
Epoch 8459
Loss = 4.7201e-02, PNorm = 464.1323, GNorm = 1.0930, lr_0 = 9.9407e-04
Loss = 3.5249e-02, PNorm = 464.1528, GNorm = 1.7331, lr_0 = 9.9407e-04
Validation prc-auc = 0.058665
Epoch 8460
Loss = 2.4688e-02, PNorm = 464.1740, GNorm = 2.0685, lr_0 = 9.9407e-04
Validation prc-auc = 0.064465
Epoch 8461
Loss = 5.1277e-02, PNorm = 464.1986, GNorm = 0.0511, lr_0 = 9.9407e-04
Validation prc-auc = 0.046981
Epoch 8462
Loss = 4.8217e-02, PNorm = 464.2259, GNorm = 1.4937, lr_0 = 9.9407e-04
Validation prc-auc = 0.039614
Epoch 8463
Loss = 9.5820e-02, PNorm = 464.2702, GNorm = 1.6636, lr_0 = 9.9407e-04
Validation prc-auc = 0.045739
Epoch 8464
Loss = 7.1778e-02, PNorm = 464.3163, GNorm = 1.2518, lr_0 = 9.9407e-04
Validation prc-auc = 0.047068
Epoch 8465
Loss = 2.4139e-02, PNorm = 464.3620, GNorm = 0.2948, lr_0 = 9.9407e-04
Validation prc-auc = 0.058094
Epoch 8466
Loss = 1.6767e-02, PNorm = 464.3940, GNorm = 1.3955, lr_0 = 9.9407e-04
Validation prc-auc = 0.059599
Epoch 8467
Loss = 3.7789e-02, PNorm = 464.4188, GNorm = 6.3002, lr_0 = 9.9407e-04
Validation prc-auc = 0.069639
Epoch 8468
Loss = 1.4446e-02, PNorm = 464.4539, GNorm = 0.7192, lr_0 = 9.9406e-04
Validation prc-auc = 0.072106
Epoch 8469
Loss = 2.9286e-02, PNorm = 464.4828, GNorm = 1.4940, lr_0 = 9.9406e-04
Loss = 3.5397e-02, PNorm = 464.5057, GNorm = 0.1779, lr_0 = 9.9406e-04
Validation prc-auc = 0.072403
Epoch 8470
Loss = 3.1835e-02, PNorm = 464.5321, GNorm = 1.0469, lr_0 = 9.9406e-04
Validation prc-auc = 0.073727
Epoch 8471
Loss = 1.6108e-02, PNorm = 464.5602, GNorm = 0.1002, lr_0 = 9.9406e-04
Validation prc-auc = 0.073028
Epoch 8472
Loss = 3.2592e-02, PNorm = 464.5829, GNorm = 0.9268, lr_0 = 9.9406e-04
Validation prc-auc = 0.060393
Epoch 8473
Loss = 3.2288e-02, PNorm = 464.6219, GNorm = 0.1798, lr_0 = 9.9406e-04
Validation prc-auc = 0.060960
Epoch 8474
Loss = 2.8030e-02, PNorm = 464.6611, GNorm = 1.6815, lr_0 = 9.9406e-04
Validation prc-auc = 0.064497
Epoch 8475
Loss = 2.1605e-02, PNorm = 464.6929, GNorm = 1.1942, lr_0 = 9.9406e-04
Validation prc-auc = 0.060046
Epoch 8476
Loss = 1.4341e-02, PNorm = 464.7196, GNorm = 0.4506, lr_0 = 9.9406e-04
Validation prc-auc = 0.064229
Epoch 8477
Loss = 6.0631e-02, PNorm = 464.7449, GNorm = 0.1526, lr_0 = 9.9406e-04
Validation prc-auc = 0.067488
Epoch 8478
Loss = 2.8933e-02, PNorm = 464.7664, GNorm = 0.2370, lr_0 = 9.9406e-04
Validation prc-auc = 0.066958
Epoch 8479
Loss = 3.8252e-03, PNorm = 464.8009, GNorm = 0.1664, lr_0 = 9.9406e-04
Loss = 1.2323e-02, PNorm = 464.8393, GNorm = 0.2682, lr_0 = 9.9406e-04
Validation prc-auc = 0.076720
Epoch 8480
Loss = 2.4081e-02, PNorm = 464.8615, GNorm = 0.9531, lr_0 = 9.9406e-04
Validation prc-auc = 0.065464
Epoch 8481
Loss = 4.1176e-02, PNorm = 464.8794, GNorm = 2.9725, lr_0 = 9.9405e-04
Validation prc-auc = 0.064764
Epoch 8482
Loss = 2.1339e-02, PNorm = 464.9021, GNorm = 0.3379, lr_0 = 9.9405e-04
Validation prc-auc = 0.059745
Epoch 8483
Loss = 5.8150e-02, PNorm = 464.9323, GNorm = 0.8648, lr_0 = 9.9405e-04
Validation prc-auc = 0.042600
Epoch 8484
Loss = 3.6324e-02, PNorm = 464.9715, GNorm = 2.7679, lr_0 = 9.9405e-04
Validation prc-auc = 0.044615
Epoch 8485
Loss = 5.4025e-02, PNorm = 465.0094, GNorm = 0.5008, lr_0 = 9.9405e-04
Validation prc-auc = 0.050378
Epoch 8486
Loss = 2.5433e-02, PNorm = 465.0404, GNorm = 0.9605, lr_0 = 9.9405e-04
Validation prc-auc = 0.038962
Epoch 8487
Loss = 7.6300e-03, PNorm = 465.0685, GNorm = 0.6177, lr_0 = 9.9405e-04
Validation prc-auc = 0.027847
Epoch 8488
Loss = 2.1642e-02, PNorm = 465.0944, GNorm = 0.5855, lr_0 = 9.9405e-04
Validation prc-auc = 0.039001
Epoch 8489
Loss = 6.7679e-03, PNorm = 465.1251, GNorm = 0.3004, lr_0 = 9.9405e-04
Loss = 1.8177e-02, PNorm = 465.1475, GNorm = 0.4306, lr_0 = 9.9405e-04
Validation prc-auc = 0.052652
Epoch 8490
Loss = 3.8165e-02, PNorm = 465.1656, GNorm = 0.2698, lr_0 = 9.9405e-04
Validation prc-auc = 0.055456
Epoch 8491
Loss = 5.8085e-02, PNorm = 465.1931, GNorm = 0.9200, lr_0 = 9.9405e-04
Validation prc-auc = 0.045599
Epoch 8492
Loss = 3.5297e-02, PNorm = 465.2332, GNorm = 0.2103, lr_0 = 9.9405e-04
Validation prc-auc = 0.041379
Epoch 8493
Loss = 1.2211e-02, PNorm = 465.2671, GNorm = 0.1919, lr_0 = 9.9405e-04
Validation prc-auc = 0.037965
Epoch 8494
Loss = 3.8289e-02, PNorm = 465.2959, GNorm = 3.3294, lr_0 = 9.9404e-04
Validation prc-auc = 0.043645
Epoch 8495
Loss = 1.1512e-02, PNorm = 465.3286, GNorm = 0.4438, lr_0 = 9.9404e-04
Validation prc-auc = 0.040226
Epoch 8496
Loss = 6.1743e-02, PNorm = 465.3537, GNorm = 2.0319, lr_0 = 9.9404e-04
Validation prc-auc = 0.043140
Epoch 8497
Loss = 7.1712e-03, PNorm = 465.3818, GNorm = 0.1855, lr_0 = 9.9404e-04
Validation prc-auc = 0.048300
Epoch 8498
Loss = 1.5576e-02, PNorm = 465.4021, GNorm = 0.5630, lr_0 = 9.9404e-04
Validation prc-auc = 0.049922
Epoch 8499
Loss = 1.3168e-01, PNorm = 465.4236, GNorm = 1.5459, lr_0 = 9.9404e-04
Loss = 3.2364e-02, PNorm = 465.4542, GNorm = 0.1679, lr_0 = 9.9404e-04
Validation prc-auc = 0.051799
Epoch 8500
Loss = 7.7519e-02, PNorm = 465.4858, GNorm = 1.5350, lr_0 = 9.9404e-04
Validation prc-auc = 0.048510
Epoch 8501
Loss = 4.3890e-02, PNorm = 465.5247, GNorm = 1.0883, lr_0 = 9.9404e-04
Validation prc-auc = 0.041477
Epoch 8502
Loss = 2.7656e-02, PNorm = 465.5535, GNorm = 1.1353, lr_0 = 9.9404e-04
Validation prc-auc = 0.043852
Epoch 8503
Loss = 3.3735e-02, PNorm = 465.5760, GNorm = 1.6764, lr_0 = 9.9404e-04
Validation prc-auc = 0.044334
Epoch 8504
Loss = 1.1177e-01, PNorm = 465.6019, GNorm = 1.3548, lr_0 = 9.9404e-04
Validation prc-auc = 0.048920
Epoch 8505
Loss = 1.9515e-02, PNorm = 465.6388, GNorm = 0.0612, lr_0 = 9.9404e-04
Validation prc-auc = 0.049661
Epoch 8506
Loss = 6.7210e-02, PNorm = 465.6621, GNorm = 1.9652, lr_0 = 9.9404e-04
Validation prc-auc = 0.043363
Epoch 8507
Loss = 1.6023e-02, PNorm = 465.6883, GNorm = 0.1953, lr_0 = 9.9404e-04
Validation prc-auc = 0.047048
Epoch 8508
Loss = 1.1970e-02, PNorm = 465.7118, GNorm = 0.2165, lr_0 = 9.9403e-04
Validation prc-auc = 0.044811
Epoch 8509
Loss = 3.6401e-03, PNorm = 465.7426, GNorm = 0.1100, lr_0 = 9.9403e-04
Loss = 3.1077e-02, PNorm = 465.7768, GNorm = 0.9281, lr_0 = 9.9403e-04
Validation prc-auc = 0.047548
Epoch 8510
Loss = 3.6021e-02, PNorm = 465.8085, GNorm = 1.3861, lr_0 = 9.9403e-04
Validation prc-auc = 0.043621
Epoch 8511
Loss = 5.2394e-02, PNorm = 465.8408, GNorm = 0.4504, lr_0 = 9.9403e-04
Validation prc-auc = 0.040551
Epoch 8512
Loss = 2.7039e-02, PNorm = 465.8694, GNorm = 0.5975, lr_0 = 9.9403e-04
Validation prc-auc = 0.039004
Epoch 8513
Loss = 3.3058e-02, PNorm = 465.8884, GNorm = 0.3410, lr_0 = 9.9403e-04
Validation prc-auc = 0.040150
Epoch 8514
Loss = 2.3844e-02, PNorm = 465.9093, GNorm = 0.6799, lr_0 = 9.9403e-04
Validation prc-auc = 0.039354
Epoch 8515
Loss = 2.9855e-02, PNorm = 465.9276, GNorm = 1.0369, lr_0 = 9.9403e-04
Validation prc-auc = 0.046020
Epoch 8516
Loss = 4.1051e-02, PNorm = 465.9469, GNorm = 1.4159, lr_0 = 9.9403e-04
Validation prc-auc = 0.044960
Epoch 8517
Loss = 1.8344e-02, PNorm = 465.9661, GNorm = 0.4347, lr_0 = 9.9403e-04
Validation prc-auc = 0.046641
Epoch 8518
Loss = 8.1113e-02, PNorm = 465.9856, GNorm = 1.9988, lr_0 = 9.9403e-04
Validation prc-auc = 0.059653
Epoch 8519
Loss = 3.1082e-02, PNorm = 466.0140, GNorm = 1.7957, lr_0 = 9.9403e-04
Loss = 1.9164e-02, PNorm = 466.0381, GNorm = 0.5935, lr_0 = 9.9403e-04
Validation prc-auc = 0.064702
Epoch 8520
Loss = 3.7646e-02, PNorm = 466.0577, GNorm = 0.0899, lr_0 = 9.9403e-04
Validation prc-auc = 0.056608
Epoch 8521
Loss = 3.6204e-02, PNorm = 466.0731, GNorm = 1.0132, lr_0 = 9.9402e-04
Validation prc-auc = 0.053329
Epoch 8522
Loss = 1.4370e-02, PNorm = 466.0940, GNorm = 0.2906, lr_0 = 9.9402e-04
Validation prc-auc = 0.049931
Epoch 8523
Loss = 3.6373e-02, PNorm = 466.1123, GNorm = 1.9636, lr_0 = 9.9402e-04
Validation prc-auc = 0.047552
Epoch 8524
Loss = 8.1164e-02, PNorm = 466.1335, GNorm = 1.8331, lr_0 = 9.9402e-04
Validation prc-auc = 0.032557
Epoch 8525
Loss = 3.8210e-02, PNorm = 466.1607, GNorm = 2.7907, lr_0 = 9.9402e-04
Validation prc-auc = 0.037153
Epoch 8526
Loss = 3.4807e-02, PNorm = 466.1837, GNorm = 2.4456, lr_0 = 9.9402e-04
Validation prc-auc = 0.043077
Epoch 8527
Loss = 2.2472e-03, PNorm = 466.2057, GNorm = 0.1505, lr_0 = 9.9402e-04
Validation prc-auc = 0.038225
Epoch 8528
Loss = 4.2350e-03, PNorm = 466.2243, GNorm = 0.0503, lr_0 = 9.9402e-04
Validation prc-auc = 0.036916
Epoch 8529
Loss = 2.4249e-03, PNorm = 466.2420, GNorm = 0.0846, lr_0 = 9.9402e-04
Loss = 4.3863e-02, PNorm = 466.2613, GNorm = 0.0696, lr_0 = 9.9402e-04
Validation prc-auc = 0.027872
Epoch 8530
Loss = 3.0215e-02, PNorm = 466.2849, GNorm = 0.8046, lr_0 = 9.9402e-04
Validation prc-auc = 0.026467
Epoch 8531
Loss = 3.7375e-02, PNorm = 466.3138, GNorm = 2.3315, lr_0 = 9.9402e-04
Validation prc-auc = 0.022084
Epoch 8532
Loss = 1.9251e-02, PNorm = 466.3414, GNorm = 1.6646, lr_0 = 9.9402e-04
Validation prc-auc = 0.026878
Epoch 8533
Loss = 1.9484e-02, PNorm = 466.3620, GNorm = 1.2381, lr_0 = 9.9402e-04
Validation prc-auc = 0.035412
Epoch 8534
Loss = 6.6126e-02, PNorm = 466.3813, GNorm = 2.2074, lr_0 = 9.9401e-04
Validation prc-auc = 0.026878
Epoch 8535
Loss = 1.1868e-02, PNorm = 466.4004, GNorm = 0.4738, lr_0 = 9.9401e-04
Validation prc-auc = 0.023006
Epoch 8536
Loss = 4.3077e-02, PNorm = 466.4193, GNorm = 2.1442, lr_0 = 9.9401e-04
Validation prc-auc = 0.024532
Epoch 8537
Loss = 4.0305e-02, PNorm = 466.4402, GNorm = 0.3613, lr_0 = 9.9401e-04
Validation prc-auc = 0.018638
Epoch 8538
Loss = 9.2405e-03, PNorm = 466.4614, GNorm = 1.0726, lr_0 = 9.9401e-04
Validation prc-auc = 0.017348
Epoch 8539
Loss = 1.9284e-02, PNorm = 466.4874, GNorm = 3.1456, lr_0 = 9.9401e-04
Loss = 5.6356e-02, PNorm = 466.5303, GNorm = 2.4181, lr_0 = 9.9401e-04
Validation prc-auc = 0.018444
Epoch 8540
Loss = 3.6466e-02, PNorm = 466.5684, GNorm = 2.1234, lr_0 = 9.9401e-04
Validation prc-auc = 0.020247
Epoch 8541
Loss = 6.1387e-02, PNorm = 466.6098, GNorm = 0.1666, lr_0 = 9.9401e-04
Validation prc-auc = 0.021608
Epoch 8542
Loss = 2.6677e-02, PNorm = 466.6460, GNorm = 1.7042, lr_0 = 9.9401e-04
Validation prc-auc = 0.023915
Epoch 8543
Loss = 2.1675e-02, PNorm = 466.6691, GNorm = 2.8220, lr_0 = 9.9401e-04
Validation prc-auc = 0.035382
Epoch 8544
Loss = 4.9156e-02, PNorm = 466.6963, GNorm = 2.5626, lr_0 = 9.9401e-04
Validation prc-auc = 0.038838
Epoch 8545
Loss = 1.2052e-01, PNorm = 466.7308, GNorm = 4.6822, lr_0 = 9.9401e-04
Validation prc-auc = 0.019554
Epoch 8546
Loss = 2.2641e-02, PNorm = 466.7775, GNorm = 0.6424, lr_0 = 9.9401e-04
Validation prc-auc = 0.029368
Epoch 8547
Loss = 1.3500e-02, PNorm = 466.8122, GNorm = 0.0842, lr_0 = 9.9401e-04
Validation prc-auc = 0.039582
Epoch 8548
Loss = 4.3158e-02, PNorm = 466.8459, GNorm = 0.0358, lr_0 = 9.9400e-04
Validation prc-auc = 0.037765
Epoch 8549
Loss = 9.9003e-03, PNorm = 466.8891, GNorm = 0.3942, lr_0 = 9.9400e-04
Loss = 2.8863e-02, PNorm = 466.9202, GNorm = 2.0181, lr_0 = 9.9400e-04
Validation prc-auc = 0.036957
Epoch 8550
Loss = 4.6357e-02, PNorm = 466.9485, GNorm = 0.3026, lr_0 = 9.9400e-04
Validation prc-auc = 0.039549
Epoch 8551
Loss = 1.5613e-02, PNorm = 466.9689, GNorm = 1.6695, lr_0 = 9.9400e-04
Validation prc-auc = 0.043959
Epoch 8552
Loss = 5.4323e-02, PNorm = 466.9855, GNorm = 0.1568, lr_0 = 9.9400e-04
Validation prc-auc = 0.035782
Epoch 8553
Loss = 2.7837e-02, PNorm = 467.0096, GNorm = 0.8164, lr_0 = 9.9400e-04
Validation prc-auc = 0.037575
Epoch 8554
Loss = 1.0821e-01, PNorm = 467.0344, GNorm = 1.0894, lr_0 = 9.9400e-04
Validation prc-auc = 0.041114
Epoch 8555
Loss = 2.4597e-02, PNorm = 467.0659, GNorm = 0.6154, lr_0 = 9.9400e-04
Validation prc-auc = 0.047646
Epoch 8556
Loss = 1.5670e-02, PNorm = 467.0914, GNorm = 0.4295, lr_0 = 9.9400e-04
Validation prc-auc = 0.046437
Epoch 8557
Loss = 2.2800e-02, PNorm = 467.1156, GNorm = 0.3994, lr_0 = 9.9400e-04
Validation prc-auc = 0.048503
Epoch 8558
Loss = 8.3757e-03, PNorm = 467.1439, GNorm = 0.5681, lr_0 = 9.9400e-04
Validation prc-auc = 0.046820
Epoch 8559
Loss = 3.3574e-03, PNorm = 467.1690, GNorm = 0.1275, lr_0 = 9.9400e-04
Loss = 5.0087e-02, PNorm = 467.1940, GNorm = 0.2330, lr_0 = 9.9400e-04
Validation prc-auc = 0.047009
Epoch 8560
Loss = 1.4138e-02, PNorm = 467.2175, GNorm = 0.2260, lr_0 = 9.9400e-04
Validation prc-auc = 0.047209
Epoch 8561
Loss = 3.0430e-02, PNorm = 467.2391, GNorm = 1.2914, lr_0 = 9.9399e-04
Validation prc-auc = 0.047454
Epoch 8562
Loss = 2.4409e-02, PNorm = 467.2663, GNorm = 0.3841, lr_0 = 9.9399e-04
Validation prc-auc = 0.048369
Epoch 8563
Loss = 1.7058e-02, PNorm = 467.2866, GNorm = 0.1683, lr_0 = 9.9399e-04
Validation prc-auc = 0.046682
Epoch 8564
Loss = 3.2014e-02, PNorm = 467.3014, GNorm = 1.2841, lr_0 = 9.9399e-04
Validation prc-auc = 0.048065
Epoch 8565
Loss = 2.8755e-02, PNorm = 467.3133, GNorm = 0.4176, lr_0 = 9.9399e-04
Validation prc-auc = 0.047014
Epoch 8566
Loss = 1.5796e-02, PNorm = 467.3266, GNorm = 0.8667, lr_0 = 9.9399e-04
Validation prc-auc = 0.048463
Epoch 8567
Loss = 6.7411e-03, PNorm = 467.3436, GNorm = 0.8341, lr_0 = 9.9399e-04
Validation prc-auc = 0.051461
Epoch 8568
Loss = 5.9072e-03, PNorm = 467.3580, GNorm = 0.2233, lr_0 = 9.9399e-04
Validation prc-auc = 0.049349
Epoch 8569
Loss = 6.2835e-03, PNorm = 467.3710, GNorm = 0.3306, lr_0 = 9.9399e-04
Loss = 4.8534e-02, PNorm = 467.3868, GNorm = 0.1413, lr_0 = 9.9399e-04
Validation prc-auc = 0.053345
Epoch 8570
Loss = 2.9293e-02, PNorm = 467.4015, GNorm = 1.2324, lr_0 = 9.9399e-04
Validation prc-auc = 0.050147
Epoch 8571
Loss = 1.5373e-02, PNorm = 467.4174, GNorm = 0.1662, lr_0 = 9.9399e-04
Validation prc-auc = 0.055105
Epoch 8572
Loss = 4.7458e-02, PNorm = 467.4309, GNorm = 1.4011, lr_0 = 9.9399e-04
Validation prc-auc = 0.056193
Epoch 8573
Loss = 2.8497e-02, PNorm = 467.4484, GNorm = 0.1220, lr_0 = 9.9399e-04
Validation prc-auc = 0.057405
Epoch 8574
Loss = 8.0180e-03, PNorm = 467.4703, GNorm = 0.0531, lr_0 = 9.9398e-04
Validation prc-auc = 0.057688
Epoch 8575
Loss = 2.4865e-03, PNorm = 467.4877, GNorm = 0.0280, lr_0 = 9.9398e-04
Validation prc-auc = 0.054211
Epoch 8576
Loss = 4.7858e-03, PNorm = 467.5033, GNorm = 0.6421, lr_0 = 9.9398e-04
Validation prc-auc = 0.056010
Epoch 8577
Loss = 2.5728e-02, PNorm = 467.5263, GNorm = 0.6452, lr_0 = 9.9398e-04
Validation prc-auc = 0.049059
Epoch 8578
Loss = 4.9637e-02, PNorm = 467.5638, GNorm = 1.4950, lr_0 = 9.9398e-04
Validation prc-auc = 0.049056
Epoch 8579
Loss = 7.5370e-03, PNorm = 467.5970, GNorm = 0.1982, lr_0 = 9.9398e-04
Loss = 2.3387e-02, PNorm = 467.6215, GNorm = 2.9447, lr_0 = 9.9398e-04
Validation prc-auc = 0.045386
Epoch 8580
Loss = 1.4732e-02, PNorm = 467.6568, GNorm = 0.6225, lr_0 = 9.9398e-04
Validation prc-auc = 0.039023
Epoch 8581
Loss = 2.7697e-02, PNorm = 467.6838, GNorm = 0.4902, lr_0 = 9.9398e-04
Validation prc-auc = 0.035971
Epoch 8582
Loss = 1.6775e-02, PNorm = 467.7083, GNorm = 1.7369, lr_0 = 9.9398e-04
Validation prc-auc = 0.036813
Epoch 8583
Loss = 4.0770e-02, PNorm = 467.7274, GNorm = 2.9799, lr_0 = 9.9398e-04
Validation prc-auc = 0.038091
Epoch 8584
Loss = 4.3752e-02, PNorm = 467.7485, GNorm = 2.1327, lr_0 = 9.9398e-04
Validation prc-auc = 0.040010
Epoch 8585
Loss = 4.7032e-02, PNorm = 467.7696, GNorm = 0.0837, lr_0 = 9.9398e-04
Validation prc-auc = 0.028173
Epoch 8586
Loss = 8.1827e-03, PNorm = 467.7862, GNorm = 0.3365, lr_0 = 9.9398e-04
Validation prc-auc = 0.033584
Epoch 8587
Loss = 3.9152e-02, PNorm = 467.8003, GNorm = 0.3809, lr_0 = 9.9398e-04
Validation prc-auc = 0.034188
Epoch 8588
Loss = 6.8731e-03, PNorm = 467.8172, GNorm = 0.6780, lr_0 = 9.9397e-04
Validation prc-auc = 0.037377
Epoch 8589
Loss = 1.7675e-03, PNorm = 467.8354, GNorm = 0.1014, lr_0 = 9.9397e-04
Loss = 6.4249e-02, PNorm = 467.8601, GNorm = 6.4437, lr_0 = 9.9397e-04
Validation prc-auc = 0.040401
Epoch 8590
Loss = 1.1279e-02, PNorm = 467.8881, GNorm = 0.3833, lr_0 = 9.9397e-04
Validation prc-auc = 0.042543
Epoch 8591
Loss = 1.8354e-02, PNorm = 467.9132, GNorm = 1.1123, lr_0 = 9.9397e-04
Validation prc-auc = 0.042643
Epoch 8592
Loss = 5.5178e-02, PNorm = 467.9347, GNorm = 0.4193, lr_0 = 9.9397e-04
Validation prc-auc = 0.045259
Epoch 8593
Loss = 1.1238e-02, PNorm = 467.9503, GNorm = 0.2983, lr_0 = 9.9397e-04
Validation prc-auc = 0.042535
Epoch 8594
Loss = 3.9905e-02, PNorm = 467.9687, GNorm = 1.2102, lr_0 = 9.9397e-04
Validation prc-auc = 0.053173
Epoch 8595
Loss = 2.8078e-02, PNorm = 467.9970, GNorm = 0.6966, lr_0 = 9.9397e-04
Validation prc-auc = 0.052565
Epoch 8596
Loss = 1.5784e-02, PNorm = 468.0322, GNorm = 0.1120, lr_0 = 9.9397e-04
Validation prc-auc = 0.045233
Epoch 8597
Loss = 7.4413e-03, PNorm = 468.0651, GNorm = 0.0661, lr_0 = 9.9397e-04
Validation prc-auc = 0.046069
Epoch 8598
Loss = 2.1262e-02, PNorm = 468.0873, GNorm = 0.1679, lr_0 = 9.9397e-04
Validation prc-auc = 0.045975
Epoch 8599
Loss = 1.0906e-02, PNorm = 468.1048, GNorm = 0.6468, lr_0 = 9.9397e-04
Loss = 1.7589e-02, PNorm = 468.1194, GNorm = 1.1407, lr_0 = 9.9397e-04
Validation prc-auc = 0.044888
Epoch 8600
Loss = 4.8757e-02, PNorm = 468.1408, GNorm = 0.7270, lr_0 = 9.9396e-04
Validation prc-auc = 0.038852
Epoch 8601
Loss = 2.6140e-02, PNorm = 468.1623, GNorm = 0.5569, lr_0 = 9.9396e-04
Validation prc-auc = 0.044762
Epoch 8602
Loss = 1.8791e-02, PNorm = 468.1808, GNorm = 0.5944, lr_0 = 9.9396e-04
Validation prc-auc = 0.057160
Epoch 8603
Loss = 3.0135e-02, PNorm = 468.1950, GNorm = 2.8122, lr_0 = 9.9396e-04
Validation prc-auc = 0.039201
Epoch 8604
Loss = 4.9436e-03, PNorm = 468.2157, GNorm = 0.1488, lr_0 = 9.9396e-04
Validation prc-auc = 0.044949
Epoch 8605
Loss = 3.4004e-02, PNorm = 468.2339, GNorm = 0.2170, lr_0 = 9.9396e-04
Validation prc-auc = 0.044236
Epoch 8606
Loss = 1.5428e-02, PNorm = 468.2569, GNorm = 1.1342, lr_0 = 9.9396e-04
Validation prc-auc = 0.050773
Epoch 8607
Loss = 3.0623e-02, PNorm = 468.2822, GNorm = 2.3278, lr_0 = 9.9396e-04
Validation prc-auc = 0.062550
Epoch 8608
Loss = 1.0440e-01, PNorm = 468.3077, GNorm = 3.2613, lr_0 = 9.9396e-04
Validation prc-auc = 0.057084
Epoch 8609
Loss = 5.7542e-03, PNorm = 468.3254, GNorm = 0.3457, lr_0 = 9.9396e-04
Loss = 3.8396e-02, PNorm = 468.3426, GNorm = 0.1426, lr_0 = 9.9396e-04
Validation prc-auc = 0.054542
Epoch 8610
Loss = 9.1081e-03, PNorm = 468.3622, GNorm = 0.0522, lr_0 = 9.9396e-04
Validation prc-auc = 0.051101
Epoch 8611
Loss = 2.9318e-02, PNorm = 468.3816, GNorm = 0.8670, lr_0 = 9.9396e-04
Validation prc-auc = 0.054693
Epoch 8612
Loss = 4.4958e-02, PNorm = 468.4078, GNorm = 1.6675, lr_0 = 9.9396e-04
Validation prc-auc = 0.054520
Epoch 8613
Loss = 3.3946e-02, PNorm = 468.4393, GNorm = 1.5760, lr_0 = 9.9396e-04
Validation prc-auc = 0.063960
Epoch 8614
Loss = 2.4986e-02, PNorm = 468.4680, GNorm = 1.3375, lr_0 = 9.9395e-04
Validation prc-auc = 0.054076
Epoch 8615
Loss = 5.4186e-03, PNorm = 468.4867, GNorm = 0.1021, lr_0 = 9.9395e-04
Validation prc-auc = 0.056070
Epoch 8616
Loss = 2.5076e-02, PNorm = 468.5027, GNorm = 1.7542, lr_0 = 9.9395e-04
Validation prc-auc = 0.055611
Epoch 8617
Loss = 8.3326e-03, PNorm = 468.5229, GNorm = 0.1103, lr_0 = 9.9395e-04
Validation prc-auc = 0.054783
Epoch 8618
Loss = 3.4486e-03, PNorm = 468.5421, GNorm = 0.1382, lr_0 = 9.9395e-04
Validation prc-auc = 0.047897
Epoch 8619
Loss = 9.3416e-02, PNorm = 468.5586, GNorm = 4.0915, lr_0 = 9.9395e-04
Loss = 5.2371e-02, PNorm = 468.5837, GNorm = 1.8717, lr_0 = 9.9395e-04
Validation prc-auc = 0.051324
Epoch 8620
Loss = 4.5842e-02, PNorm = 468.6245, GNorm = 0.5407, lr_0 = 9.9395e-04
Validation prc-auc = 0.064202
Epoch 8621
Loss = 3.5361e-02, PNorm = 468.6615, GNorm = 0.3920, lr_0 = 9.9395e-04
Validation prc-auc = 0.063694
Epoch 8622
Loss = 3.8176e-02, PNorm = 468.6899, GNorm = 1.2203, lr_0 = 9.9395e-04
Validation prc-auc = 0.066169
Epoch 8623
Loss = 4.5976e-02, PNorm = 468.7149, GNorm = 0.3944, lr_0 = 9.9395e-04
Validation prc-auc = 0.064799
Epoch 8624
Loss = 5.2235e-02, PNorm = 468.7341, GNorm = 1.0195, lr_0 = 9.9395e-04
Validation prc-auc = 0.067566
Epoch 8625
Loss = 2.6164e-02, PNorm = 468.7573, GNorm = 0.1097, lr_0 = 9.9395e-04
Validation prc-auc = 0.068453
Epoch 8626
Loss = 1.4347e-02, PNorm = 468.7766, GNorm = 0.9730, lr_0 = 9.9395e-04
Validation prc-auc = 0.062774
Epoch 8627
Loss = 5.8566e-02, PNorm = 468.7980, GNorm = 4.7201, lr_0 = 9.9395e-04
Validation prc-auc = 0.063214
Epoch 8628
Loss = 3.6920e-03, PNorm = 468.8209, GNorm = 0.1138, lr_0 = 9.9394e-04
Validation prc-auc = 0.063463
Epoch 8629
Loss = 3.7063e-03, PNorm = 468.8365, GNorm = 0.1806, lr_0 = 9.9394e-04
Loss = 2.6652e-02, PNorm = 468.8554, GNorm = 0.1248, lr_0 = 9.9394e-04
Validation prc-auc = 0.069462
Epoch 8630
Loss = 3.7491e-02, PNorm = 468.8775, GNorm = 1.7903, lr_0 = 9.9394e-04
Validation prc-auc = 0.068231
Epoch 8631
Loss = 6.0851e-02, PNorm = 468.8983, GNorm = 0.6101, lr_0 = 9.9394e-04
Validation prc-auc = 0.065327
Epoch 8632
Loss = 3.3724e-02, PNorm = 468.9270, GNorm = 0.2352, lr_0 = 9.9394e-04
Validation prc-auc = 0.059060
Epoch 8633
Loss = 1.9581e-02, PNorm = 468.9556, GNorm = 0.4803, lr_0 = 9.9394e-04
Validation prc-auc = 0.057149
Epoch 8634
Loss = 4.8794e-02, PNorm = 468.9902, GNorm = 0.6968, lr_0 = 9.9394e-04
Validation prc-auc = 0.074314
Epoch 8635
Loss = 1.3928e-02, PNorm = 469.0362, GNorm = 0.5462, lr_0 = 9.9394e-04
Validation prc-auc = 0.073109
Epoch 8636
Loss = 9.8201e-03, PNorm = 469.0738, GNorm = 0.5325, lr_0 = 9.9394e-04
Validation prc-auc = 0.073436
Epoch 8637
Loss = 2.0136e-02, PNorm = 469.1046, GNorm = 0.5208, lr_0 = 9.9394e-04
Validation prc-auc = 0.080298
Epoch 8638
Loss = 1.2636e-01, PNorm = 469.1297, GNorm = 1.8561, lr_0 = 9.9394e-04
Validation prc-auc = 0.068754
Epoch 8639
Loss = 6.0841e-02, PNorm = 469.1581, GNorm = 2.8078, lr_0 = 9.9394e-04
Loss = 2.5565e-02, PNorm = 469.1825, GNorm = 0.3805, lr_0 = 9.9394e-04
Validation prc-auc = 0.064841
Epoch 8640
Loss = 5.1662e-02, PNorm = 469.2093, GNorm = 1.9413, lr_0 = 9.9393e-04
Validation prc-auc = 0.060697
Epoch 8641
Loss = 3.8726e-02, PNorm = 469.2433, GNorm = 0.1567, lr_0 = 9.9393e-04
Validation prc-auc = 0.062660
Epoch 8642
Loss = 4.3343e-02, PNorm = 469.2718, GNorm = 0.1815, lr_0 = 9.9393e-04
Validation prc-auc = 0.060380
Epoch 8643
Loss = 5.1782e-02, PNorm = 469.2992, GNorm = 1.1045, lr_0 = 9.9393e-04
Validation prc-auc = 0.057359
Epoch 8644
Loss = 2.2194e-02, PNorm = 469.3227, GNorm = 0.2425, lr_0 = 9.9393e-04
Validation prc-auc = 0.066679
Epoch 8645
Loss = 5.8044e-02, PNorm = 469.3373, GNorm = 1.8385, lr_0 = 9.9393e-04
Validation prc-auc = 0.051163
Epoch 8646
Loss = 7.5933e-03, PNorm = 469.3543, GNorm = 0.2481, lr_0 = 9.9393e-04
Validation prc-auc = 0.049421
Epoch 8647
Loss = 1.0932e-02, PNorm = 469.3698, GNorm = 0.3680, lr_0 = 9.9393e-04
Validation prc-auc = 0.042130
Epoch 8648
Loss = 1.6642e-03, PNorm = 469.3818, GNorm = 0.0239, lr_0 = 9.9393e-04
Validation prc-auc = 0.046089
Epoch 8649
Loss = 3.6772e-03, PNorm = 469.3954, GNorm = 0.3548, lr_0 = 9.9393e-04
Loss = 3.3947e-02, PNorm = 469.4226, GNorm = 0.0598, lr_0 = 9.9393e-04
Validation prc-auc = 0.042577
Epoch 8650
Loss = 6.4355e-02, PNorm = 469.4505, GNorm = 2.7759, lr_0 = 9.9393e-04
Validation prc-auc = 0.050044
Epoch 8651
Loss = 4.3550e-03, PNorm = 469.4782, GNorm = 0.0927, lr_0 = 9.9393e-04
Validation prc-auc = 0.052878
Epoch 8652
Loss = 3.5851e-02, PNorm = 469.4995, GNorm = 1.1635, lr_0 = 9.9393e-04
Validation prc-auc = 0.056694
Epoch 8653
Loss = 6.1230e-03, PNorm = 469.5213, GNorm = 0.2548, lr_0 = 9.9393e-04
Validation prc-auc = 0.057727
Epoch 8654
Loss = 1.5181e-02, PNorm = 469.5402, GNorm = 0.1585, lr_0 = 9.9392e-04
Validation prc-auc = 0.057103
Epoch 8655
Loss = 9.4502e-03, PNorm = 469.5545, GNorm = 0.0515, lr_0 = 9.9392e-04
Validation prc-auc = 0.053293
Epoch 8656
Loss = 3.5078e-02, PNorm = 469.5706, GNorm = 2.8455, lr_0 = 9.9392e-04
Validation prc-auc = 0.059903
Epoch 8657
Loss = 1.6513e-02, PNorm = 469.5967, GNorm = 1.6182, lr_0 = 9.9392e-04
Validation prc-auc = 0.056313
Epoch 8658
Loss = 8.8449e-02, PNorm = 469.6179, GNorm = 2.1197, lr_0 = 9.9392e-04
Validation prc-auc = 0.052933
Epoch 8659
Loss = 1.8696e-03, PNorm = 469.6445, GNorm = 0.0842, lr_0 = 9.9392e-04
Loss = 1.4342e-02, PNorm = 469.6715, GNorm = 0.5220, lr_0 = 9.9392e-04
Validation prc-auc = 0.052110
Epoch 8660
Loss = 2.4921e-02, PNorm = 469.6929, GNorm = 0.1464, lr_0 = 9.9392e-04
Validation prc-auc = 0.052933
Epoch 8661
Loss = 1.1918e-02, PNorm = 469.7101, GNorm = 0.2018, lr_0 = 9.9392e-04
Validation prc-auc = 0.053776
Epoch 8662
Loss = 1.7444e-02, PNorm = 469.7259, GNorm = 1.1588, lr_0 = 9.9392e-04
Validation prc-auc = 0.053868
Epoch 8663
Loss = 1.4030e-02, PNorm = 469.7408, GNorm = 2.1615, lr_0 = 9.9392e-04
Validation prc-auc = 0.067930
Epoch 8664
Loss = 5.4775e-03, PNorm = 469.7643, GNorm = 0.0333, lr_0 = 9.9392e-04
Validation prc-auc = 0.070220
Epoch 8665
Loss = 2.2403e-02, PNorm = 469.7837, GNorm = 0.0391, lr_0 = 9.9392e-04
Validation prc-auc = 0.064530
Epoch 8666
Loss = 3.1369e-02, PNorm = 469.8008, GNorm = 5.7917, lr_0 = 9.9392e-04
Validation prc-auc = 0.062381
Epoch 8667
Loss = 9.6018e-03, PNorm = 469.8317, GNorm = 0.7550, lr_0 = 9.9391e-04
Validation prc-auc = 0.066043
Epoch 8668
Loss = 7.7784e-02, PNorm = 469.8700, GNorm = 0.3590, lr_0 = 9.9391e-04
Validation prc-auc = 0.060982
Epoch 8669
Loss = 8.6366e-02, PNorm = 469.8998, GNorm = 3.7135, lr_0 = 9.9391e-04
Loss = 1.1499e-02, PNorm = 469.9297, GNorm = 0.4162, lr_0 = 9.9391e-04
Validation prc-auc = 0.064835
Epoch 8670
Loss = 5.0604e-02, PNorm = 469.9517, GNorm = 0.9171, lr_0 = 9.9391e-04
Validation prc-auc = 0.067980
Epoch 8671
Loss = 1.6169e-02, PNorm = 469.9702, GNorm = 0.4722, lr_0 = 9.9391e-04
Validation prc-auc = 0.071692
Epoch 8672
Loss = 2.8848e-02, PNorm = 469.9853, GNorm = 0.2393, lr_0 = 9.9391e-04
Validation prc-auc = 0.075037
Epoch 8673
Loss = 4.5790e-02, PNorm = 470.0048, GNorm = 0.9748, lr_0 = 9.9391e-04
Validation prc-auc = 0.077138
Epoch 8674
Loss = 1.7303e-02, PNorm = 470.0313, GNorm = 0.0685, lr_0 = 9.9391e-04
Validation prc-auc = 0.078587
Epoch 8675
Loss = 1.4201e-02, PNorm = 470.0570, GNorm = 1.2978, lr_0 = 9.9391e-04
Validation prc-auc = 0.081120
Epoch 8676
Loss = 8.9739e-03, PNorm = 470.0768, GNorm = 1.2249, lr_0 = 9.9391e-04
Validation prc-auc = 0.081290
Epoch 8677
Loss = 1.2315e-01, PNorm = 470.0992, GNorm = 2.5987, lr_0 = 9.9391e-04
Validation prc-auc = 0.078721
Epoch 8678
Loss = 9.1974e-03, PNorm = 470.1275, GNorm = 0.4030, lr_0 = 9.9391e-04
Validation prc-auc = 0.076025
Epoch 8679
Loss = 3.0019e-02, PNorm = 470.1525, GNorm = 1.6400, lr_0 = 9.9391e-04
Loss = 2.3553e-02, PNorm = 470.1732, GNorm = 0.6449, lr_0 = 9.9391e-04
Validation prc-auc = 0.086485
Epoch 8680
Loss = 2.9494e-02, PNorm = 470.1940, GNorm = 1.6218, lr_0 = 9.9390e-04
Validation prc-auc = 0.093145
Epoch 8681
Loss = 4.2909e-02, PNorm = 470.2143, GNorm = 2.0590, lr_0 = 9.9390e-04
Validation prc-auc = 0.085043
Epoch 8682
Loss = 2.3623e-02, PNorm = 470.2351, GNorm = 0.2970, lr_0 = 9.9390e-04
Validation prc-auc = 0.083917
Epoch 8683
Loss = 5.1892e-02, PNorm = 470.2597, GNorm = 0.8769, lr_0 = 9.9390e-04
Validation prc-auc = 0.090466
Epoch 8684
Loss = 3.0039e-02, PNorm = 470.2900, GNorm = 0.0521, lr_0 = 9.9390e-04
Validation prc-auc = 0.085851
Epoch 8685
Loss = 5.6027e-02, PNorm = 470.3197, GNorm = 2.8936, lr_0 = 9.9390e-04
Validation prc-auc = 0.086333
Epoch 8686
Loss = 5.3178e-03, PNorm = 470.3475, GNorm = 0.0932, lr_0 = 9.9390e-04
Validation prc-auc = 0.079194
Epoch 8687
Loss = 4.0541e-02, PNorm = 470.3686, GNorm = 1.1139, lr_0 = 9.9390e-04
Validation prc-auc = 0.073616
Epoch 8688
Loss = 6.9034e-02, PNorm = 470.3878, GNorm = 2.7110, lr_0 = 9.9390e-04
Validation prc-auc = 0.081225
Epoch 8689
Loss = 1.2354e-02, PNorm = 470.4074, GNorm = 0.6412, lr_0 = 9.9390e-04
Loss = 5.9765e-02, PNorm = 470.4296, GNorm = 2.8985, lr_0 = 9.9390e-04
Validation prc-auc = 0.087221
Epoch 8690
Loss = 1.3920e-02, PNorm = 470.4616, GNorm = 0.6253, lr_0 = 9.9390e-04
Validation prc-auc = 0.080643
Epoch 8691
Loss = 1.9388e-02, PNorm = 470.4828, GNorm = 4.0008, lr_0 = 9.9390e-04
Validation prc-auc = 0.085727
Epoch 8692
Loss = 1.1687e-02, PNorm = 470.5065, GNorm = 0.2037, lr_0 = 9.9390e-04
Validation prc-auc = 0.081349
Epoch 8693
Loss = 1.6383e-02, PNorm = 470.5282, GNorm = 0.5299, lr_0 = 9.9390e-04
Validation prc-auc = 0.071248
Epoch 8694
Loss = 3.1887e-02, PNorm = 470.5544, GNorm = 1.9036, lr_0 = 9.9389e-04
Validation prc-auc = 0.043861
Epoch 8695
Loss = 2.7691e-02, PNorm = 470.5819, GNorm = 0.1448, lr_0 = 9.9389e-04
Validation prc-auc = 0.046646
Epoch 8696
Loss = 1.7882e-02, PNorm = 470.6080, GNorm = 0.1319, lr_0 = 9.9389e-04
Validation prc-auc = 0.044364
Epoch 8697
Loss = 5.3652e-02, PNorm = 470.6276, GNorm = 4.3496, lr_0 = 9.9389e-04
Validation prc-auc = 0.049704
Epoch 8698
Loss = 3.2008e-01, PNorm = 470.6445, GNorm = 8.9053, lr_0 = 9.9389e-04
Validation prc-auc = 0.042555
Epoch 8699
Loss = 3.2956e-02, PNorm = 470.6791, GNorm = 0.9309, lr_0 = 9.9389e-04
Loss = 1.8317e-02, PNorm = 470.7043, GNorm = 1.0668, lr_0 = 9.9389e-04
Validation prc-auc = 0.043589
Epoch 8700
Loss = 5.1201e-02, PNorm = 470.7276, GNorm = 3.1609, lr_0 = 9.9389e-04
Validation prc-auc = 0.040124
Epoch 8701
Loss = 3.2129e-02, PNorm = 470.7652, GNorm = 0.3466, lr_0 = 9.9389e-04
Validation prc-auc = 0.039306
Epoch 8702
Loss = 2.9593e-02, PNorm = 470.8009, GNorm = 0.9946, lr_0 = 9.9389e-04
Validation prc-auc = 0.038975
Epoch 8703
Loss = 4.3074e-02, PNorm = 470.8273, GNorm = 0.1327, lr_0 = 9.9389e-04
Validation prc-auc = 0.045796
Epoch 8704
Loss = 1.7786e-02, PNorm = 470.8562, GNorm = 7.8692, lr_0 = 9.9389e-04
Validation prc-auc = 0.047335
Epoch 8705
Loss = 2.1343e-02, PNorm = 470.8907, GNorm = 0.6718, lr_0 = 9.9389e-04
Validation prc-auc = 0.046240
Epoch 8706
Loss = 2.1582e-02, PNorm = 470.9249, GNorm = 0.8839, lr_0 = 9.9389e-04
Validation prc-auc = 0.048161
Epoch 8707
Loss = 4.3298e-02, PNorm = 470.9569, GNorm = 1.2231, lr_0 = 9.9388e-04
Validation prc-auc = 0.043330
Epoch 8708
Loss = 1.6776e-02, PNorm = 470.9899, GNorm = 1.7131, lr_0 = 9.9388e-04
Validation prc-auc = 0.043298
Epoch 8709
Loss = 6.4265e-02, PNorm = 471.0217, GNorm = 1.1477, lr_0 = 9.9388e-04
Loss = 4.2616e-02, PNorm = 471.0516, GNorm = 0.6618, lr_0 = 9.9388e-04
Validation prc-auc = 0.041020
Epoch 8710
Loss = 2.4643e-02, PNorm = 471.0729, GNorm = 1.3234, lr_0 = 9.9388e-04
Validation prc-auc = 0.043796
Epoch 8711
Loss = 6.4639e-02, PNorm = 471.0900, GNorm = 0.3472, lr_0 = 9.9388e-04
Validation prc-auc = 0.027045
Epoch 8712
Loss = 3.4540e-02, PNorm = 471.1162, GNorm = 0.4006, lr_0 = 9.9388e-04
Validation prc-auc = 0.026685
Epoch 8713
Loss = 2.7669e-02, PNorm = 471.1473, GNorm = 2.2739, lr_0 = 9.9388e-04
Validation prc-auc = 0.030786
Epoch 8714
Loss = 3.8841e-02, PNorm = 471.1760, GNorm = 0.1125, lr_0 = 9.9388e-04
Validation prc-auc = 0.043448
Epoch 8715
Loss = 2.8819e-03, PNorm = 471.2072, GNorm = 0.1871, lr_0 = 9.9388e-04
Validation prc-auc = 0.042437
Epoch 8716
Loss = 3.4591e-02, PNorm = 471.2445, GNorm = 1.2539, lr_0 = 9.9388e-04
Validation prc-auc = 0.039319
Epoch 8717
Loss = 5.8176e-02, PNorm = 471.2769, GNorm = 1.6543, lr_0 = 9.9388e-04
Validation prc-auc = 0.033893
Epoch 8718
Loss = 3.8988e-02, PNorm = 471.3193, GNorm = 0.2987, lr_0 = 9.9388e-04
Validation prc-auc = 0.045549
Epoch 8719
Loss = 1.1246e-01, PNorm = 471.3566, GNorm = 1.7059, lr_0 = 9.9388e-04
Loss = 1.8834e-02, PNorm = 471.3964, GNorm = 1.1698, lr_0 = 9.9388e-04
Validation prc-auc = 0.047447
Epoch 8720
Loss = 3.2115e-02, PNorm = 471.4246, GNorm = 0.0877, lr_0 = 9.9387e-04
Validation prc-auc = 0.042562
Epoch 8721
Loss = 6.0761e-02, PNorm = 471.4506, GNorm = 1.2348, lr_0 = 9.9387e-04
Validation prc-auc = 0.045135
Epoch 8722
Loss = 2.8908e-02, PNorm = 471.4782, GNorm = 0.2730, lr_0 = 9.9387e-04
Validation prc-auc = 0.042230
Epoch 8723
Loss = 3.6003e-02, PNorm = 471.5036, GNorm = 1.3180, lr_0 = 9.9387e-04
Validation prc-auc = 0.033984
Epoch 8724
Loss = 4.4913e-02, PNorm = 471.5317, GNorm = 1.6736, lr_0 = 9.9387e-04
Validation prc-auc = 0.033219
Epoch 8725
Loss = 4.5763e-02, PNorm = 471.5613, GNorm = 2.8922, lr_0 = 9.9387e-04
Validation prc-auc = 0.034485
Epoch 8726
Loss = 8.5056e-03, PNorm = 471.5855, GNorm = 0.1398, lr_0 = 9.9387e-04
Validation prc-auc = 0.030383
Epoch 8727
Loss = 2.4410e-02, PNorm = 471.6131, GNorm = 0.5094, lr_0 = 9.9387e-04
Validation prc-auc = 0.032373
Epoch 8728
Loss = 3.0413e-02, PNorm = 471.6388, GNorm = 2.9141, lr_0 = 9.9387e-04
Validation prc-auc = 0.032101
Epoch 8729
Loss = 1.1837e-02, PNorm = 471.6675, GNorm = 0.5107, lr_0 = 9.9387e-04
Loss = 4.5746e-02, PNorm = 471.6997, GNorm = 0.1755, lr_0 = 9.9387e-04
Validation prc-auc = 0.037197
Epoch 8730
Loss = 2.9010e-02, PNorm = 471.7269, GNorm = 0.1555, lr_0 = 9.9387e-04
Validation prc-auc = 0.034713
Epoch 8731
Loss = 2.7942e-02, PNorm = 471.7545, GNorm = 0.0792, lr_0 = 9.9387e-04
Validation prc-auc = 0.028237
Epoch 8732
Loss = 2.0085e-02, PNorm = 471.7736, GNorm = 0.0879, lr_0 = 9.9387e-04
Validation prc-auc = 0.030364
Epoch 8733
Loss = 1.6053e-02, PNorm = 471.7913, GNorm = 1.6158, lr_0 = 9.9386e-04
Validation prc-auc = 0.032817
Epoch 8734
Loss = 1.3080e-02, PNorm = 471.8118, GNorm = 0.1435, lr_0 = 9.9386e-04
Validation prc-auc = 0.031686
Epoch 8735
Loss = 1.2685e-01, PNorm = 471.8415, GNorm = 9.6749, lr_0 = 9.9386e-04
Validation prc-auc = 0.022853
Epoch 8736
Loss = 1.7840e-02, PNorm = 471.8858, GNorm = 0.4767, lr_0 = 9.9386e-04
Validation prc-auc = 0.032094
Epoch 8737
Loss = 6.2475e-03, PNorm = 471.9241, GNorm = 0.3321, lr_0 = 9.9386e-04
Validation prc-auc = 0.034698
Epoch 8738
Loss = 4.0916e-02, PNorm = 471.9479, GNorm = 2.9340, lr_0 = 9.9386e-04
Validation prc-auc = 0.035882
Epoch 8739
Loss = 9.4925e-03, PNorm = 471.9697, GNorm = 0.4826, lr_0 = 9.9386e-04
Loss = 6.4192e-02, PNorm = 471.9981, GNorm = 0.2927, lr_0 = 9.9386e-04
Validation prc-auc = 0.031639
Epoch 8740
Loss = 5.4427e-02, PNorm = 472.0394, GNorm = 0.7714, lr_0 = 9.9386e-04
Validation prc-auc = 0.061599
Epoch 8741
Loss = 5.6001e-02, PNorm = 472.0854, GNorm = 2.6726, lr_0 = 9.9386e-04
Validation prc-auc = 0.063112
Epoch 8742
Loss = 3.5109e-02, PNorm = 472.1235, GNorm = 0.5318, lr_0 = 9.9386e-04
Validation prc-auc = 0.063074
Epoch 8743
Loss = 5.9882e-02, PNorm = 472.1579, GNorm = 0.2289, lr_0 = 9.9386e-04
Validation prc-auc = 0.050238
Epoch 8744
Loss = 3.9743e-02, PNorm = 472.1942, GNorm = 2.0140, lr_0 = 9.9386e-04
Validation prc-auc = 0.036184
Epoch 8745
Loss = 4.8598e-02, PNorm = 472.2234, GNorm = 0.8969, lr_0 = 9.9386e-04
Validation prc-auc = 0.036556
Epoch 8746
Loss = 5.1535e-02, PNorm = 472.2558, GNorm = 3.7028, lr_0 = 9.9386e-04
Validation prc-auc = 0.037073
Epoch 8747
Loss = 1.6926e-02, PNorm = 472.2873, GNorm = 0.4915, lr_0 = 9.9385e-04
Validation prc-auc = 0.026795
Epoch 8748
Loss = 2.3075e-02, PNorm = 472.3335, GNorm = 1.0306, lr_0 = 9.9385e-04
Validation prc-auc = 0.050790
Epoch 8749
Loss = 4.9114e-01, PNorm = 472.3666, GNorm = 9.3998, lr_0 = 9.9385e-04
Loss = 3.3824e-02, PNorm = 472.3991, GNorm = 0.6532, lr_0 = 9.9385e-04
Validation prc-auc = 0.041131
Epoch 8750
Loss = 2.1755e-02, PNorm = 472.4210, GNorm = 0.6563, lr_0 = 9.9385e-04
Validation prc-auc = 0.040098
Epoch 8751
Loss = 2.5901e-02, PNorm = 472.4359, GNorm = 1.3816, lr_0 = 9.9385e-04
Validation prc-auc = 0.041486
Epoch 8752
Loss = 1.9447e-02, PNorm = 472.4497, GNorm = 0.1089, lr_0 = 9.9385e-04
Validation prc-auc = 0.040115
Epoch 8753
Loss = 2.5716e-02, PNorm = 472.4631, GNorm = 1.2516, lr_0 = 9.9385e-04
Validation prc-auc = 0.038316
Epoch 8754
Loss = 1.5247e-02, PNorm = 472.4766, GNorm = 0.3983, lr_0 = 9.9385e-04
Validation prc-auc = 0.050905
Epoch 8755
Loss = 3.5103e-02, PNorm = 472.4961, GNorm = 0.3097, lr_0 = 9.9385e-04
Validation prc-auc = 0.057508
Epoch 8756
Loss = 1.0505e-02, PNorm = 472.5209, GNorm = 0.4369, lr_0 = 9.9385e-04
Validation prc-auc = 0.059261
Epoch 8757
Loss = 7.9364e-02, PNorm = 472.5466, GNorm = 2.1001, lr_0 = 9.9385e-04
Validation prc-auc = 0.060561
Epoch 8758
Loss = 1.9292e-02, PNorm = 472.5752, GNorm = 0.5981, lr_0 = 9.9385e-04
Validation prc-auc = 0.063553
Epoch 8759
Loss = 2.8013e-03, PNorm = 472.5963, GNorm = 0.1102, lr_0 = 9.9385e-04
Loss = 6.7990e-02, PNorm = 472.6248, GNorm = 3.9218, lr_0 = 9.9385e-04
Validation prc-auc = 0.062569
Epoch 8760
Loss = 3.7892e-02, PNorm = 472.6586, GNorm = 0.7151, lr_0 = 9.9384e-04
Validation prc-auc = 0.067473
Epoch 8761
Loss = 4.6052e-02, PNorm = 472.6830, GNorm = 0.3887, lr_0 = 9.9384e-04
Validation prc-auc = 0.070092
Epoch 8762
Loss = 4.1377e-02, PNorm = 472.7026, GNorm = 0.4018, lr_0 = 9.9384e-04
Validation prc-auc = 0.067892
Epoch 8763
Loss = 4.8819e-02, PNorm = 472.7214, GNorm = 1.7025, lr_0 = 9.9384e-04
Validation prc-auc = 0.067529
Epoch 8764
Loss = 2.6539e-02, PNorm = 472.7429, GNorm = 1.0096, lr_0 = 9.9384e-04
Validation prc-auc = 0.053778
Epoch 8765
Loss = 4.0986e-02, PNorm = 472.7659, GNorm = 0.1974, lr_0 = 9.9384e-04
Validation prc-auc = 0.045178
Epoch 8766
Loss = 3.6506e-02, PNorm = 472.7825, GNorm = 0.8414, lr_0 = 9.9384e-04
Validation prc-auc = 0.043489
Epoch 8767
Loss = 3.0655e-02, PNorm = 472.7993, GNorm = 0.2940, lr_0 = 9.9384e-04
Validation prc-auc = 0.043945
Epoch 8768
Loss = 5.5300e-02, PNorm = 472.8172, GNorm = 0.8775, lr_0 = 9.9384e-04
Validation prc-auc = 0.035982
Epoch 8769
Loss = 5.3313e-03, PNorm = 472.8408, GNorm = 0.1665, lr_0 = 9.9384e-04
Loss = 3.6564e-02, PNorm = 472.8672, GNorm = 1.3975, lr_0 = 9.9384e-04
Validation prc-auc = 0.040061
Epoch 8770
Loss = 3.3597e-02, PNorm = 472.8919, GNorm = 0.5399, lr_0 = 9.9384e-04
Validation prc-auc = 0.040282
Epoch 8771
Loss = 3.7958e-02, PNorm = 472.9091, GNorm = 1.3602, lr_0 = 9.9384e-04
Validation prc-auc = 0.042550
Epoch 8772
Loss = 2.5228e-02, PNorm = 472.9258, GNorm = 0.1522, lr_0 = 9.9384e-04
Validation prc-auc = 0.043259
Epoch 8773
Loss = 3.4243e-02, PNorm = 472.9381, GNorm = 0.1854, lr_0 = 9.9383e-04
Validation prc-auc = 0.047591
Epoch 8774
Loss = 4.6700e-02, PNorm = 472.9551, GNorm = 0.9821, lr_0 = 9.9383e-04
Validation prc-auc = 0.042349
Epoch 8775
Loss = 2.1694e-02, PNorm = 472.9748, GNorm = 3.0524, lr_0 = 9.9383e-04
Validation prc-auc = 0.039915
Epoch 8776
Loss = 7.1047e-03, PNorm = 472.9992, GNorm = 0.1291, lr_0 = 9.9383e-04
Validation prc-auc = 0.038621
Epoch 8777
Loss = 5.8114e-03, PNorm = 473.0162, GNorm = 0.5313, lr_0 = 9.9383e-04
Validation prc-auc = 0.039103
Epoch 8778
Loss = 2.1629e-02, PNorm = 473.0300, GNorm = 3.1220, lr_0 = 9.9383e-04
Validation prc-auc = 0.037645
Epoch 8779
Loss = 1.7662e-02, PNorm = 473.0472, GNorm = 1.3665, lr_0 = 9.9383e-04
Loss = 1.4738e-02, PNorm = 473.0617, GNorm = 1.8099, lr_0 = 9.9383e-04
Validation prc-auc = 0.037355
Epoch 8780
Loss = 3.5662e-02, PNorm = 473.0758, GNorm = 0.1821, lr_0 = 9.9383e-04
Validation prc-auc = 0.038698
Epoch 8781
Loss = 1.5747e-02, PNorm = 473.0882, GNorm = 0.1377, lr_0 = 9.9383e-04
Validation prc-auc = 0.041517
Epoch 8782
Loss = 1.9463e-02, PNorm = 473.0970, GNorm = 2.9177, lr_0 = 9.9383e-04
Validation prc-auc = 0.040299
Epoch 8783
Loss = 5.6017e-02, PNorm = 473.1093, GNorm = 0.1048, lr_0 = 9.9383e-04
Validation prc-auc = 0.042864
Epoch 8784
Loss = 3.2219e-02, PNorm = 473.1246, GNorm = 0.2911, lr_0 = 9.9383e-04
Validation prc-auc = 0.036493
Epoch 8785
Loss = 3.3303e-02, PNorm = 473.1427, GNorm = 3.5869, lr_0 = 9.9383e-04
Validation prc-auc = 0.039311
Epoch 8786
Loss = 3.5125e-02, PNorm = 473.1664, GNorm = 1.3701, lr_0 = 9.9383e-04
Validation prc-auc = 0.038421
Epoch 8787
Loss = 4.5728e-02, PNorm = 473.1890, GNorm = 0.0555, lr_0 = 9.9382e-04
Validation prc-auc = 0.039659
Epoch 8788
Loss = 1.1612e-02, PNorm = 473.2106, GNorm = 0.3891, lr_0 = 9.9382e-04
Validation prc-auc = 0.044288
Epoch 8789
Loss = 2.4139e-02, PNorm = 473.2342, GNorm = 0.7655, lr_0 = 9.9382e-04
Loss = 2.6969e-02, PNorm = 473.2495, GNorm = 0.2545, lr_0 = 9.9382e-04
Validation prc-auc = 0.046322
Epoch 8790
Loss = 1.6826e-02, PNorm = 473.2638, GNorm = 0.6653, lr_0 = 9.9382e-04
Validation prc-auc = 0.045246
Epoch 8791
Loss = 5.0630e-02, PNorm = 473.2777, GNorm = 1.7057, lr_0 = 9.9382e-04
Validation prc-auc = 0.045191
Epoch 8792
Loss = 1.8113e-02, PNorm = 473.2976, GNorm = 3.4264, lr_0 = 9.9382e-04
Validation prc-auc = 0.037357
Epoch 8793
Loss = 1.1422e-02, PNorm = 473.3133, GNorm = 0.6433, lr_0 = 9.9382e-04
Validation prc-auc = 0.040676
Epoch 8794
Loss = 1.7251e-02, PNorm = 473.3259, GNorm = 0.7219, lr_0 = 9.9382e-04
Validation prc-auc = 0.040208
Epoch 8795
Loss = 7.6664e-03, PNorm = 473.3398, GNorm = 1.4365, lr_0 = 9.9382e-04
Validation prc-auc = 0.041719
Epoch 8796
Loss = 1.5464e-02, PNorm = 473.3572, GNorm = 1.5878, lr_0 = 9.9382e-04
Validation prc-auc = 0.046061
Epoch 8797
Loss = 3.7141e-02, PNorm = 473.3724, GNorm = 0.0960, lr_0 = 9.9382e-04
Validation prc-auc = 0.049411
Epoch 8798
Loss = 7.9782e-02, PNorm = 473.3841, GNorm = 0.4044, lr_0 = 9.9382e-04
Validation prc-auc = 0.054361
Epoch 8799
Loss = 7.9453e-03, PNorm = 473.3967, GNorm = 0.3937, lr_0 = 9.9382e-04
Loss = 5.6023e-02, PNorm = 473.4122, GNorm = 0.7205, lr_0 = 9.9382e-04
Validation prc-auc = 0.051184
Epoch 8800
Loss = 4.1606e-02, PNorm = 473.4355, GNorm = 4.2305, lr_0 = 9.9381e-04
Validation prc-auc = 0.044109
Epoch 8801
Loss = 2.3044e-02, PNorm = 473.4653, GNorm = 0.3612, lr_0 = 9.9381e-04
Validation prc-auc = 0.045090
Epoch 8802
Loss = 7.9006e-03, PNorm = 473.4886, GNorm = 0.1511, lr_0 = 9.9381e-04
Validation prc-auc = 0.046826
Epoch 8803
Loss = 3.1374e-02, PNorm = 473.5071, GNorm = 0.2003, lr_0 = 9.9381e-04
Validation prc-auc = 0.042069
Epoch 8804
Loss = 3.4565e-02, PNorm = 473.5316, GNorm = 3.8452, lr_0 = 9.9381e-04
Validation prc-auc = 0.045301
Epoch 8805
Loss = 1.6681e-02, PNorm = 473.5563, GNorm = 0.9514, lr_0 = 9.9381e-04
Validation prc-auc = 0.054832
Epoch 8806
Loss = 2.3077e-02, PNorm = 473.5759, GNorm = 0.0531, lr_0 = 9.9381e-04
Validation prc-auc = 0.061228
Epoch 8807
Loss = 5.0848e-02, PNorm = 473.6014, GNorm = 0.9706, lr_0 = 9.9381e-04
Validation prc-auc = 0.047272
Epoch 8808
Loss = 1.3588e-02, PNorm = 473.6410, GNorm = 0.5392, lr_0 = 9.9381e-04
Validation prc-auc = 0.043604
Epoch 8809
Loss = 5.4690e-03, PNorm = 473.6795, GNorm = 0.1329, lr_0 = 9.9381e-04
Loss = 4.0241e-02, PNorm = 473.7015, GNorm = 6.5493, lr_0 = 9.9381e-04
Validation prc-auc = 0.037031
Epoch 8810
Loss = 4.7496e-02, PNorm = 473.7261, GNorm = 0.4247, lr_0 = 9.9381e-04
Validation prc-auc = 0.036192
Epoch 8811
Loss = 4.6139e-02, PNorm = 473.7486, GNorm = 0.1905, lr_0 = 9.9381e-04
Validation prc-auc = 0.043262
Epoch 8812
Loss = 1.2256e-02, PNorm = 473.7766, GNorm = 0.1497, lr_0 = 9.9381e-04
Validation prc-auc = 0.043421
Epoch 8813
Loss = 4.5047e-03, PNorm = 473.8016, GNorm = 0.1077, lr_0 = 9.9380e-04
Validation prc-auc = 0.041687
Epoch 8814
Loss = 1.3835e-02, PNorm = 473.8242, GNorm = 1.2942, lr_0 = 9.9380e-04
Validation prc-auc = 0.039309
Epoch 8815
Loss = 2.9379e-02, PNorm = 473.8466, GNorm = 0.0639, lr_0 = 9.9380e-04
Validation prc-auc = 0.045191
Epoch 8816
Loss = 9.2947e-02, PNorm = 473.8736, GNorm = 0.4738, lr_0 = 9.9380e-04
Validation prc-auc = 0.025258
Epoch 8817
Loss = 5.7585e-02, PNorm = 473.8979, GNorm = 1.0343, lr_0 = 9.9380e-04
Validation prc-auc = 0.020893
Epoch 8818
Loss = 5.7122e-02, PNorm = 473.9241, GNorm = 2.1602, lr_0 = 9.9380e-04
Validation prc-auc = 0.022467
Epoch 8819
Loss = 5.3515e-02, PNorm = 473.9493, GNorm = 1.4833, lr_0 = 9.9380e-04
Loss = 2.2693e-02, PNorm = 473.9796, GNorm = 0.0297, lr_0 = 9.9380e-04
Validation prc-auc = 0.033031
Epoch 8820
Loss = 4.6893e-02, PNorm = 474.0184, GNorm = 0.2389, lr_0 = 9.9380e-04
Validation prc-auc = 0.033687
Epoch 8821
Loss = 6.8754e-03, PNorm = 474.0462, GNorm = 0.8376, lr_0 = 9.9380e-04
Validation prc-auc = 0.034355
Epoch 8822
Loss = 7.9171e-03, PNorm = 474.0592, GNorm = 1.9079, lr_0 = 9.9380e-04
Validation prc-auc = 0.038960
Epoch 8823
Loss = 3.8684e-02, PNorm = 474.0734, GNorm = 3.0555, lr_0 = 9.9380e-04
Validation prc-auc = 0.042552
Epoch 8824
Loss = 5.4357e-02, PNorm = 474.1054, GNorm = 1.6757, lr_0 = 9.9380e-04
Validation prc-auc = 0.040052
Epoch 8825
Loss = 3.7826e-02, PNorm = 474.1340, GNorm = 1.8718, lr_0 = 9.9380e-04
Validation prc-auc = 0.041364
Epoch 8826
Loss = 1.3805e-02, PNorm = 474.1552, GNorm = 0.3670, lr_0 = 9.9380e-04
Validation prc-auc = 0.056036
Epoch 8827
Loss = 3.2339e-02, PNorm = 474.1730, GNorm = 0.5784, lr_0 = 9.9379e-04
Validation prc-auc = 0.052413
Epoch 8828
Loss = 4.9073e-02, PNorm = 474.1974, GNorm = 0.1673, lr_0 = 9.9379e-04
Validation prc-auc = 0.050246
Epoch 8829
Loss = 5.3358e-03, PNorm = 474.2296, GNorm = 0.1952, lr_0 = 9.9379e-04
Loss = 4.8042e-02, PNorm = 474.2522, GNorm = 0.9571, lr_0 = 9.9379e-04
Validation prc-auc = 0.049609
Epoch 8830
Loss = 3.5738e-02, PNorm = 474.2800, GNorm = 0.0915, lr_0 = 9.9379e-04
Validation prc-auc = 0.050353
Epoch 8831
Loss = 2.8357e-02, PNorm = 474.3093, GNorm = 0.1061, lr_0 = 9.9379e-04
Validation prc-auc = 0.057888
Epoch 8832
Loss = 2.4396e-02, PNorm = 474.3355, GNorm = 0.9069, lr_0 = 9.9379e-04
Validation prc-auc = 0.058505
Epoch 8833
Loss = 1.9664e-02, PNorm = 474.3569, GNorm = 1.0133, lr_0 = 9.9379e-04
Validation prc-auc = 0.040978
Epoch 8834
Loss = 6.2373e-02, PNorm = 474.3810, GNorm = 1.2049, lr_0 = 9.9379e-04
Validation prc-auc = 0.038113
Epoch 8835
Loss = 3.1519e-02, PNorm = 474.4057, GNorm = 0.8818, lr_0 = 9.9379e-04
Validation prc-auc = 0.037128
Epoch 8836
Loss = 1.4937e-02, PNorm = 474.4351, GNorm = 1.0664, lr_0 = 9.9379e-04
Validation prc-auc = 0.056421
Epoch 8837
Loss = 1.6503e-02, PNorm = 474.4570, GNorm = 2.4092, lr_0 = 9.9379e-04
Validation prc-auc = 0.057138
Epoch 8838
Loss = 5.0437e-02, PNorm = 474.4766, GNorm = 0.1304, lr_0 = 9.9379e-04
Validation prc-auc = 0.042496
Epoch 8839
Loss = 7.1263e-03, PNorm = 474.5013, GNorm = 0.3306, lr_0 = 9.9379e-04
Loss = 2.6697e-02, PNorm = 474.5238, GNorm = 0.6774, lr_0 = 9.9378e-04
Validation prc-auc = 0.036475
Epoch 8840
Loss = 3.2112e-02, PNorm = 474.5499, GNorm = 0.2949, lr_0 = 9.9378e-04
Validation prc-auc = 0.035528
Epoch 8841
Loss = 2.8715e-02, PNorm = 474.5700, GNorm = 0.1017, lr_0 = 9.9378e-04
Validation prc-auc = 0.041173
Epoch 8842
Loss = 1.7029e-02, PNorm = 474.5907, GNorm = 1.0114, lr_0 = 9.9378e-04
Validation prc-auc = 0.043047
Epoch 8843
Loss = 3.8651e-02, PNorm = 474.6134, GNorm = 3.5114, lr_0 = 9.9378e-04
Validation prc-auc = 0.041526
Epoch 8844
Loss = 6.8154e-02, PNorm = 474.6401, GNorm = 7.4107, lr_0 = 9.9378e-04
Validation prc-auc = 0.044580
Epoch 8845
Loss = 1.1504e-01, PNorm = 474.6783, GNorm = 0.1581, lr_0 = 9.9378e-04
Validation prc-auc = 0.045405
Epoch 8846
Loss = 3.9987e-02, PNorm = 474.7274, GNorm = 0.8873, lr_0 = 9.9378e-04
Validation prc-auc = 0.046707
Epoch 8847
Loss = 3.4361e-02, PNorm = 474.7718, GNorm = 0.8920, lr_0 = 9.9378e-04
Validation prc-auc = 0.045313
Epoch 8848
Loss = 2.3068e-02, PNorm = 474.8098, GNorm = 0.6286, lr_0 = 9.9378e-04
Validation prc-auc = 0.050877
Epoch 8849
Loss = 2.0631e-02, PNorm = 474.8355, GNorm = 1.0413, lr_0 = 9.9378e-04
Loss = 3.7272e-02, PNorm = 474.8609, GNorm = 2.6026, lr_0 = 9.9378e-04
Validation prc-auc = 0.060211
Epoch 8850
Loss = 2.7563e-02, PNorm = 474.8889, GNorm = 1.1001, lr_0 = 9.9378e-04
Validation prc-auc = 0.062270
Epoch 8851
Loss = 4.1017e-02, PNorm = 474.9229, GNorm = 0.3243, lr_0 = 9.9378e-04
Validation prc-auc = 0.071635
Epoch 8852
Loss = 3.5302e-02, PNorm = 474.9499, GNorm = 0.2712, lr_0 = 9.9378e-04
Validation prc-auc = 0.070631
Epoch 8853
Loss = 2.9934e-02, PNorm = 474.9729, GNorm = 0.0716, lr_0 = 9.9377e-04
Validation prc-auc = 0.061128
Epoch 8854
Loss = 2.8390e-02, PNorm = 474.9984, GNorm = 0.6028, lr_0 = 9.9377e-04
Validation prc-auc = 0.058614
Epoch 8855
Loss = 1.2723e-02, PNorm = 475.0205, GNorm = 1.0178, lr_0 = 9.9377e-04
Validation prc-auc = 0.064554
Epoch 8856
Loss = 6.0345e-03, PNorm = 475.0406, GNorm = 0.3475, lr_0 = 9.9377e-04
Validation prc-auc = 0.061732
Epoch 8857
Loss = 2.2624e-02, PNorm = 475.0602, GNorm = 0.9345, lr_0 = 9.9377e-04
Validation prc-auc = 0.052603
Epoch 8858
Loss = 6.3720e-03, PNorm = 475.0831, GNorm = 0.0868, lr_0 = 9.9377e-04
Validation prc-auc = 0.058836
Epoch 8859
Loss = 3.7901e-02, PNorm = 475.1031, GNorm = 1.7841, lr_0 = 9.9377e-04
Loss = 1.9174e-02, PNorm = 475.1280, GNorm = 0.3665, lr_0 = 9.9377e-04
Validation prc-auc = 0.061740
Epoch 8860
Loss = 2.3145e-02, PNorm = 475.1534, GNorm = 0.1460, lr_0 = 9.9377e-04
Validation prc-auc = 0.066903
Epoch 8861
Loss = 2.6203e-02, PNorm = 475.1746, GNorm = 0.0314, lr_0 = 9.9377e-04
Validation prc-auc = 0.062253
Epoch 8862
Loss = 5.7305e-02, PNorm = 475.1979, GNorm = 5.4012, lr_0 = 9.9377e-04
Validation prc-auc = 0.052574
Epoch 8863
Loss = 1.8596e-02, PNorm = 475.2324, GNorm = 5.1461, lr_0 = 9.9377e-04
Validation prc-auc = 0.051554
Epoch 8864
Loss = 4.9384e-02, PNorm = 475.2648, GNorm = 2.4169, lr_0 = 9.9377e-04
Validation prc-auc = 0.040156
Epoch 8865
Loss = 4.0595e-02, PNorm = 475.2921, GNorm = 0.7570, lr_0 = 9.9377e-04
Validation prc-auc = 0.035587
Epoch 8866
Loss = 4.7788e-02, PNorm = 475.3172, GNorm = 2.1601, lr_0 = 9.9377e-04
Validation prc-auc = 0.046904
Epoch 8867
Loss = 3.7642e-02, PNorm = 475.3445, GNorm = 0.9382, lr_0 = 9.9376e-04
Validation prc-auc = 0.049100
Epoch 8868
Loss = 1.5297e-02, PNorm = 475.3803, GNorm = 0.4576, lr_0 = 9.9376e-04
Validation prc-auc = 0.053165
Epoch 8869
Loss = 8.6925e-02, PNorm = 475.4172, GNorm = 1.2765, lr_0 = 9.9376e-04
Loss = 1.7824e-02, PNorm = 475.4484, GNorm = 0.1779, lr_0 = 9.9376e-04
Validation prc-auc = 0.052047
Epoch 8870
Loss = 4.0516e-02, PNorm = 475.4805, GNorm = 0.7890, lr_0 = 9.9376e-04
Validation prc-auc = 0.055213
Epoch 8871
Loss = 4.0561e-02, PNorm = 475.5108, GNorm = 2.3320, lr_0 = 9.9376e-04
Validation prc-auc = 0.059479
Epoch 8872
Loss = 1.3734e-02, PNorm = 475.5347, GNorm = 0.3431, lr_0 = 9.9376e-04
Validation prc-auc = 0.057444
Epoch 8873
Loss = 6.6147e-02, PNorm = 475.5624, GNorm = 1.6294, lr_0 = 9.9376e-04
Validation prc-auc = 0.057589
Epoch 8874
Loss = 2.1658e-02, PNorm = 475.5963, GNorm = 0.9159, lr_0 = 9.9376e-04
Validation prc-auc = 0.057223
Epoch 8875
Loss = 6.8255e-02, PNorm = 475.6301, GNorm = 0.0872, lr_0 = 9.9376e-04
Validation prc-auc = 0.042727
Epoch 8876
Loss = 3.1511e-02, PNorm = 475.6589, GNorm = 2.6292, lr_0 = 9.9376e-04
Validation prc-auc = 0.042510
Epoch 8877
Loss = 2.3044e-02, PNorm = 475.6851, GNorm = 0.2213, lr_0 = 9.9376e-04
Validation prc-auc = 0.051954
Epoch 8878
Loss = 2.5569e-02, PNorm = 475.7245, GNorm = 1.6745, lr_0 = 9.9376e-04
Validation prc-auc = 0.047188
Epoch 8879
Loss = 4.3150e-02, PNorm = 475.7603, GNorm = 2.3383, lr_0 = 9.9376e-04
Loss = 3.0899e-02, PNorm = 475.7897, GNorm = 0.4989, lr_0 = 9.9375e-04
Validation prc-auc = 0.035024
Epoch 8880
Loss = 6.8021e-02, PNorm = 475.8206, GNorm = 0.1911, lr_0 = 9.9375e-04
Validation prc-auc = 0.046363
Epoch 8881
Loss = 6.2907e-02, PNorm = 475.8607, GNorm = 2.0644, lr_0 = 9.9375e-04
Validation prc-auc = 0.046225
Epoch 8882
Loss = 1.4263e-02, PNorm = 475.8971, GNorm = 0.6005, lr_0 = 9.9375e-04
Validation prc-auc = 0.064336
Epoch 8883
Loss = 4.3253e-02, PNorm = 475.9242, GNorm = 1.1201, lr_0 = 9.9375e-04
Validation prc-auc = 0.077687
Epoch 8884
Loss = 1.7793e-02, PNorm = 475.9506, GNorm = 0.3183, lr_0 = 9.9375e-04
Validation prc-auc = 0.080147
Epoch 8885
Loss = 1.1109e-02, PNorm = 475.9680, GNorm = 0.1075, lr_0 = 9.9375e-04
Validation prc-auc = 0.078115
Epoch 8886
Loss = 2.5960e-02, PNorm = 475.9879, GNorm = 0.3776, lr_0 = 9.9375e-04
Validation prc-auc = 0.073590
Epoch 8887
Loss = 2.3277e-02, PNorm = 476.0106, GNorm = 1.6625, lr_0 = 9.9375e-04
Validation prc-auc = 0.070792
Epoch 8888
Loss = 8.0535e-03, PNorm = 476.0308, GNorm = 0.1662, lr_0 = 9.9375e-04
Validation prc-auc = 0.067538
Epoch 8889
Loss = 1.9539e-02, PNorm = 476.0502, GNorm = 0.8628, lr_0 = 9.9375e-04
Loss = 3.9639e-02, PNorm = 476.0712, GNorm = 0.2469, lr_0 = 9.9375e-04
Validation prc-auc = 0.058345
Epoch 8890
Loss = 5.2249e-02, PNorm = 476.0957, GNorm = 1.1699, lr_0 = 9.9375e-04
Validation prc-auc = 0.050752
Epoch 8891
Loss = 3.3262e-02, PNorm = 476.1171, GNorm = 1.0483, lr_0 = 9.9375e-04
Validation prc-auc = 0.043093
Epoch 8892
Loss = 3.6481e-02, PNorm = 476.1345, GNorm = 1.0280, lr_0 = 9.9375e-04
Validation prc-auc = 0.051571
Epoch 8893
Loss = 5.2171e-02, PNorm = 476.1549, GNorm = 0.5422, lr_0 = 9.9374e-04
Validation prc-auc = 0.051286
Epoch 8894
Loss = 7.5974e-02, PNorm = 476.1850, GNorm = 2.7795, lr_0 = 9.9374e-04
Validation prc-auc = 0.032726
Epoch 8895
Loss = 3.9158e-02, PNorm = 476.2156, GNorm = 0.1543, lr_0 = 9.9374e-04
Validation prc-auc = 0.040680
Epoch 8896
Loss = 4.5677e-02, PNorm = 476.2453, GNorm = 1.0931, lr_0 = 9.9374e-04
Validation prc-auc = 0.041532
Epoch 8897
Loss = 1.6673e-02, PNorm = 476.2697, GNorm = 0.3476, lr_0 = 9.9374e-04
Validation prc-auc = 0.043221
Epoch 8898
Loss = 3.6506e-02, PNorm = 476.2993, GNorm = 1.3502, lr_0 = 9.9374e-04
Validation prc-auc = 0.051789
Epoch 8899
Loss = 3.8475e-03, PNorm = 476.3259, GNorm = 0.1323, lr_0 = 9.9374e-04
Loss = 8.4678e-02, PNorm = 476.3575, GNorm = 1.0975, lr_0 = 9.9374e-04
Validation prc-auc = 0.038232
Epoch 8900
Loss = 2.2498e-02, PNorm = 476.3858, GNorm = 0.8327, lr_0 = 9.9374e-04
Validation prc-auc = 0.037916
Epoch 8901
Loss = 4.9066e-02, PNorm = 476.4110, GNorm = 1.1854, lr_0 = 9.9374e-04
Validation prc-auc = 0.026538
Epoch 8902
Loss = 5.3184e-02, PNorm = 476.4326, GNorm = 0.3517, lr_0 = 9.9374e-04
Validation prc-auc = 0.027977
Epoch 8903
Loss = 3.8380e-02, PNorm = 476.4593, GNorm = 2.0266, lr_0 = 9.9374e-04
Validation prc-auc = 0.033797
Epoch 8904
Loss = 1.5402e-02, PNorm = 476.4789, GNorm = 0.6897, lr_0 = 9.9374e-04
Validation prc-auc = 0.045839
Epoch 8905
Loss = 3.9712e-02, PNorm = 476.4984, GNorm = 0.1475, lr_0 = 9.9374e-04
Validation prc-auc = 0.040713
Epoch 8906
Loss = 3.6980e-02, PNorm = 476.5236, GNorm = 1.8318, lr_0 = 9.9373e-04
Validation prc-auc = 0.039468
Epoch 8907
Loss = 7.2779e-02, PNorm = 476.5519, GNorm = 1.5219, lr_0 = 9.9373e-04
Validation prc-auc = 0.029736
Epoch 8908
Loss = 7.7203e-02, PNorm = 476.5820, GNorm = 0.3413, lr_0 = 9.9373e-04
Validation prc-auc = 0.035357
Epoch 8909
Loss = 9.6409e-03, PNorm = 476.6115, GNorm = 0.4067, lr_0 = 9.9373e-04
Loss = 3.4842e-02, PNorm = 476.6311, GNorm = 1.1922, lr_0 = 9.9373e-04
Validation prc-auc = 0.040151
Epoch 8910
Loss = 3.2549e-02, PNorm = 476.6538, GNorm = 0.4399, lr_0 = 9.9373e-04
Validation prc-auc = 0.035631
Epoch 8911
Loss = 3.5744e-02, PNorm = 476.6757, GNorm = 1.0882, lr_0 = 9.9373e-04
Validation prc-auc = 0.061715
Epoch 8912
Loss = 2.8999e-02, PNorm = 476.7013, GNorm = 0.6915, lr_0 = 9.9373e-04
Validation prc-auc = 0.061715
Epoch 8913
Loss = 3.1777e-02, PNorm = 476.7338, GNorm = 0.2992, lr_0 = 9.9373e-04
Validation prc-auc = 0.062475
Epoch 8914
Loss = 3.3355e-02, PNorm = 476.7583, GNorm = 2.0202, lr_0 = 9.9373e-04
Validation prc-auc = 0.047547
Epoch 8915
Loss = 5.3705e-02, PNorm = 476.7902, GNorm = 0.7165, lr_0 = 9.9373e-04
Validation prc-auc = 0.061468
Epoch 8916
Loss = 4.6709e-02, PNorm = 476.8227, GNorm = 0.9868, lr_0 = 9.9373e-04
Validation prc-auc = 0.056138
Epoch 8917
Loss = 3.0517e-02, PNorm = 476.8469, GNorm = 0.7300, lr_0 = 9.9373e-04
Validation prc-auc = 0.057507
Epoch 8918
Loss = 4.7740e-03, PNorm = 476.8785, GNorm = 0.7117, lr_0 = 9.9373e-04
Validation prc-auc = 0.055951
Epoch 8919
Loss = 1.2474e-01, PNorm = 476.9052, GNorm = 2.6092, lr_0 = 9.9373e-04
Loss = 4.0867e-02, PNorm = 476.9260, GNorm = 5.8021, lr_0 = 9.9372e-04
Validation prc-auc = 0.054216
Epoch 8920
Loss = 2.6426e-02, PNorm = 476.9525, GNorm = 0.1778, lr_0 = 9.9372e-04
Validation prc-auc = 0.065124
Epoch 8921
Loss = 4.1563e-02, PNorm = 476.9800, GNorm = 0.8911, lr_0 = 9.9372e-04
Validation prc-auc = 0.067253
Epoch 8922
Loss = 5.4184e-02, PNorm = 477.0055, GNorm = 1.4669, lr_0 = 9.9372e-04
Validation prc-auc = 0.060851
Epoch 8923
Loss = 3.0486e-02, PNorm = 477.0344, GNorm = 0.2646, lr_0 = 9.9372e-04
Validation prc-auc = 0.068435
Epoch 8924
Loss = 2.5660e-02, PNorm = 477.0581, GNorm = 2.7595, lr_0 = 9.9372e-04
Validation prc-auc = 0.053820
Epoch 8925
Loss = 1.2601e-02, PNorm = 477.0799, GNorm = 0.2840, lr_0 = 9.9372e-04
Validation prc-auc = 0.064049
Epoch 8926
Loss = 2.4540e-02, PNorm = 477.0967, GNorm = 0.1064, lr_0 = 9.9372e-04
Validation prc-auc = 0.067256
Epoch 8927
Loss = 1.5908e-02, PNorm = 477.1189, GNorm = 0.2988, lr_0 = 9.9372e-04
Validation prc-auc = 0.060351
Epoch 8928
Loss = 3.5747e-03, PNorm = 477.1511, GNorm = 0.1532, lr_0 = 9.9372e-04
Validation prc-auc = 0.056466
Epoch 8929
Loss = 1.6245e-02, PNorm = 477.1842, GNorm = 0.3662, lr_0 = 9.9372e-04
Loss = 4.5305e-02, PNorm = 477.2147, GNorm = 5.0251, lr_0 = 9.9372e-04
Validation prc-auc = 0.052363
Epoch 8930
Loss = 2.6008e-02, PNorm = 477.2398, GNorm = 0.6118, lr_0 = 9.9372e-04
Validation prc-auc = 0.061909
Epoch 8931
Loss = 6.2691e-02, PNorm = 477.2605, GNorm = 0.2696, lr_0 = 9.9372e-04
Validation prc-auc = 0.049759
Epoch 8932
Loss = 5.2321e-02, PNorm = 477.2815, GNorm = 0.3427, lr_0 = 9.9372e-04
Validation prc-auc = 0.044137
Epoch 8933
Loss = 6.2132e-02, PNorm = 477.3007, GNorm = 0.4932, lr_0 = 9.9371e-04
Validation prc-auc = 0.043018
Epoch 8934
Loss = 1.9161e-02, PNorm = 477.3246, GNorm = 1.8527, lr_0 = 9.9371e-04
Validation prc-auc = 0.044305
Epoch 8935
Loss = 2.4989e-02, PNorm = 477.3439, GNorm = 0.1968, lr_0 = 9.9371e-04
Validation prc-auc = 0.053415
Epoch 8936
Loss = 8.4609e-02, PNorm = 477.3621, GNorm = 0.2933, lr_0 = 9.9371e-04
Validation prc-auc = 0.051564
Epoch 8937
Loss = 1.1469e-02, PNorm = 477.3884, GNorm = 2.1261, lr_0 = 9.9371e-04
Validation prc-auc = 0.049441
Epoch 8938
Loss = 1.3699e-02, PNorm = 477.4146, GNorm = 0.9076, lr_0 = 9.9371e-04
Validation prc-auc = 0.057017
Epoch 8939
Loss = 9.5724e-04, PNorm = 477.4392, GNorm = 0.0580, lr_0 = 9.9371e-04
Loss = 2.0223e-02, PNorm = 477.4579, GNorm = 1.5983, lr_0 = 9.9371e-04
Validation prc-auc = 0.052921
Epoch 8940
Loss = 2.1171e-02, PNorm = 477.4747, GNorm = 0.7674, lr_0 = 9.9371e-04
Validation prc-auc = 0.056520
Epoch 8941
Loss = 3.0132e-02, PNorm = 477.4989, GNorm = 0.5546, lr_0 = 9.9371e-04
Validation prc-auc = 0.063308
Epoch 8942
Loss = 8.1964e-02, PNorm = 477.5263, GNorm = 3.7484, lr_0 = 9.9371e-04
Validation prc-auc = 0.060063
Epoch 8943
Loss = 3.7822e-02, PNorm = 477.5549, GNorm = 1.4024, lr_0 = 9.9371e-04
Validation prc-auc = 0.056650
Epoch 8944
Loss = 4.3684e-02, PNorm = 477.5780, GNorm = 2.2510, lr_0 = 9.9371e-04
Validation prc-auc = 0.049966
Epoch 8945
Loss = 5.9801e-03, PNorm = 477.6011, GNorm = 0.0972, lr_0 = 9.9371e-04
Validation prc-auc = 0.058397
Epoch 8946
Loss = 2.7432e-02, PNorm = 477.6206, GNorm = 2.4447, lr_0 = 9.9370e-04
Validation prc-auc = 0.063082
Epoch 8947
Loss = 1.5725e-02, PNorm = 477.6409, GNorm = 1.1618, lr_0 = 9.9370e-04
Validation prc-auc = 0.053294
Epoch 8948
Loss = 2.9822e-02, PNorm = 477.6671, GNorm = 2.5613, lr_0 = 9.9370e-04
Validation prc-auc = 0.046555
Epoch 8949
Loss = 1.4829e-03, PNorm = 477.6914, GNorm = 0.0567, lr_0 = 9.9370e-04
Loss = 2.3873e-02, PNorm = 477.7087, GNorm = 1.4816, lr_0 = 9.9370e-04
Validation prc-auc = 0.045532
Epoch 8950
Loss = 2.3983e-02, PNorm = 477.7293, GNorm = 0.5136, lr_0 = 9.9370e-04
Validation prc-auc = 0.048667
Epoch 8951
Loss = 4.4186e-02, PNorm = 477.7548, GNorm = 1.9616, lr_0 = 9.9370e-04
Validation prc-auc = 0.035532
Epoch 8952
Loss = 2.4833e-02, PNorm = 477.7767, GNorm = 0.2478, lr_0 = 9.9370e-04
Validation prc-auc = 0.045980
Epoch 8953
Loss = 2.5380e-02, PNorm = 477.8024, GNorm = 0.3203, lr_0 = 9.9370e-04
Validation prc-auc = 0.055550
Epoch 8954
Loss = 5.9787e-02, PNorm = 477.8238, GNorm = 0.1470, lr_0 = 9.9370e-04
Validation prc-auc = 0.056953
Epoch 8955
Loss = 4.6217e-03, PNorm = 477.8450, GNorm = 0.1068, lr_0 = 9.9370e-04
Validation prc-auc = 0.043978
Epoch 8956
Loss = 6.3139e-02, PNorm = 477.8640, GNorm = 0.3195, lr_0 = 9.9370e-04
Validation prc-auc = 0.050165
Epoch 8957
Loss = 5.5771e-02, PNorm = 477.8826, GNorm = 0.2848, lr_0 = 9.9370e-04
Validation prc-auc = 0.049211
Epoch 8958
Loss = 6.7708e-02, PNorm = 477.9049, GNorm = 1.5516, lr_0 = 9.9370e-04
Validation prc-auc = 0.048808
Epoch 8959
Loss = 5.4033e-03, PNorm = 477.9281, GNorm = 0.6382, lr_0 = 9.9370e-04
Loss = 3.6020e-02, PNorm = 477.9428, GNorm = 3.4835, lr_0 = 9.9369e-04
Validation prc-auc = 0.055674
Epoch 8960
Loss = 1.9098e-02, PNorm = 477.9609, GNorm = 2.9353, lr_0 = 9.9369e-04
Validation prc-auc = 0.053974
Epoch 8961
Loss = 2.3920e-02, PNorm = 477.9835, GNorm = 1.8808, lr_0 = 9.9369e-04
Validation prc-auc = 0.050328
Epoch 8962
Loss = 3.6331e-02, PNorm = 478.0029, GNorm = 0.1058, lr_0 = 9.9369e-04
Validation prc-auc = 0.044967
Epoch 8963
Loss = 3.0446e-02, PNorm = 478.0327, GNorm = 3.5858, lr_0 = 9.9369e-04
Validation prc-auc = 0.052176
Epoch 8964
Loss = 5.1264e-02, PNorm = 478.0621, GNorm = 4.9642, lr_0 = 9.9369e-04
Validation prc-auc = 0.055177
Epoch 8965
Loss = 4.1416e-02, PNorm = 478.0957, GNorm = 5.9603, lr_0 = 9.9369e-04
Validation prc-auc = 0.049802
Epoch 8966
Loss = 5.1551e-02, PNorm = 478.1244, GNorm = 0.1637, lr_0 = 9.9369e-04
Validation prc-auc = 0.051602
Epoch 8967
Loss = 9.0588e-02, PNorm = 478.1451, GNorm = 3.3193, lr_0 = 9.9369e-04
Validation prc-auc = 0.043603
Epoch 8968
Loss = 1.7576e-02, PNorm = 478.1653, GNorm = 1.1776, lr_0 = 9.9369e-04
Validation prc-auc = 0.045995
Epoch 8969
Loss = 5.5262e-03, PNorm = 478.1819, GNorm = 0.2061, lr_0 = 9.9369e-04
Loss = 2.1275e-02, PNorm = 478.1947, GNorm = 1.2206, lr_0 = 9.9369e-04
Validation prc-auc = 0.059725
Epoch 8970
Loss = 1.8993e-02, PNorm = 478.2139, GNorm = 1.9751, lr_0 = 9.9369e-04
Validation prc-auc = 0.055024
Epoch 8971
Loss = 5.9218e-03, PNorm = 478.2346, GNorm = 0.0884, lr_0 = 9.9369e-04
Validation prc-auc = 0.062516
Epoch 8972
Loss = 3.1124e-02, PNorm = 478.2491, GNorm = 0.1126, lr_0 = 9.9369e-04
Validation prc-auc = 0.055762
Epoch 8973
Loss = 7.1889e-02, PNorm = 478.2695, GNorm = 0.0812, lr_0 = 9.9368e-04
Validation prc-auc = 0.065224
Epoch 8974
Loss = 3.9129e-02, PNorm = 478.2990, GNorm = 1.0712, lr_0 = 9.9368e-04
Validation prc-auc = 0.071150
Epoch 8975
Loss = 7.0843e-02, PNorm = 478.3272, GNorm = 0.0687, lr_0 = 9.9368e-04
Validation prc-auc = 0.060439
Epoch 8976
Loss = 6.0339e-02, PNorm = 478.3564, GNorm = 1.8691, lr_0 = 9.9368e-04
Validation prc-auc = 0.043554
Epoch 8977
Loss = 2.2379e-02, PNorm = 478.3841, GNorm = 0.7273, lr_0 = 9.9368e-04
Validation prc-auc = 0.036880
Epoch 8978
Loss = 2.3762e-02, PNorm = 478.4087, GNorm = 0.1821, lr_0 = 9.9368e-04
Validation prc-auc = 0.031129
Epoch 8979
Loss = 3.5172e-03, PNorm = 478.4287, GNorm = 0.1507, lr_0 = 9.9368e-04
Loss = 2.5068e-02, PNorm = 478.4443, GNorm = 0.8836, lr_0 = 9.9368e-04
Validation prc-auc = 0.032595
Epoch 8980
Loss = 3.7912e-02, PNorm = 478.4646, GNorm = 0.5109, lr_0 = 9.9368e-04
Validation prc-auc = 0.036634
Epoch 8981
Loss = 1.0333e-02, PNorm = 478.4846, GNorm = 1.2707, lr_0 = 9.9368e-04
Validation prc-auc = 0.044308
Epoch 8982
Loss = 2.4962e-02, PNorm = 478.4998, GNorm = 2.4616, lr_0 = 9.9368e-04
Validation prc-auc = 0.043166
Epoch 8983
Loss = 2.1729e-02, PNorm = 478.5190, GNorm = 1.0827, lr_0 = 9.9368e-04
Validation prc-auc = 0.043938
Epoch 8984
Loss = 1.1737e-01, PNorm = 478.5430, GNorm = 1.6197, lr_0 = 9.9368e-04
Validation prc-auc = 0.045260
Epoch 8985
Loss = 2.0756e-02, PNorm = 478.5762, GNorm = 0.4463, lr_0 = 9.9368e-04
Validation prc-auc = 0.041328
Epoch 8986
Loss = 2.7745e-02, PNorm = 478.6063, GNorm = 0.7241, lr_0 = 9.9367e-04
Validation prc-auc = 0.046616
Epoch 8987
Loss = 4.1412e-02, PNorm = 478.6324, GNorm = 0.3154, lr_0 = 9.9367e-04
Validation prc-auc = 0.055022
Epoch 8988
Loss = 4.4787e-03, PNorm = 478.6623, GNorm = 0.3588, lr_0 = 9.9367e-04
Validation prc-auc = 0.055821
Epoch 8989
Loss = 5.5444e-03, PNorm = 478.6884, GNorm = 0.2480, lr_0 = 9.9367e-04
Loss = 2.5046e-02, PNorm = 478.7127, GNorm = 1.5434, lr_0 = 9.9367e-04
Validation prc-auc = 0.058692
Epoch 8990
Loss = 2.4683e-02, PNorm = 478.7386, GNorm = 1.6280, lr_0 = 9.9367e-04
Validation prc-auc = 0.056892
Epoch 8991
Loss = 5.2518e-02, PNorm = 478.7653, GNorm = 2.6869, lr_0 = 9.9367e-04
Validation prc-auc = 0.073665
Epoch 8992
Loss = 3.0514e-02, PNorm = 478.7968, GNorm = 0.1622, lr_0 = 9.9367e-04
Validation prc-auc = 0.079229
Epoch 8993
Loss = 1.4063e-02, PNorm = 478.8269, GNorm = 1.0646, lr_0 = 9.9367e-04
Validation prc-auc = 0.084580
Epoch 8994
Loss = 1.9908e-02, PNorm = 478.8499, GNorm = 1.3672, lr_0 = 9.9367e-04
Validation prc-auc = 0.078316
Epoch 8995
Loss = 5.4292e-02, PNorm = 478.8770, GNorm = 0.8396, lr_0 = 9.9367e-04
Validation prc-auc = 0.076187
Epoch 8996
Loss = 3.5134e-02, PNorm = 478.9122, GNorm = 0.6227, lr_0 = 9.9367e-04
Validation prc-auc = 0.070705
Epoch 8997
Loss = 5.6921e-02, PNorm = 478.9454, GNorm = 2.8928, lr_0 = 9.9367e-04
Validation prc-auc = 0.060588
Epoch 8998
Loss = 9.0047e-03, PNorm = 478.9820, GNorm = 0.3299, lr_0 = 9.9367e-04
Validation prc-auc = 0.058082
Epoch 8999
Loss = 6.2772e-03, PNorm = 479.0147, GNorm = 0.3233, lr_0 = 9.9367e-04
Loss = 2.3409e-02, PNorm = 479.0374, GNorm = 0.4725, lr_0 = 9.9366e-04
Validation prc-auc = 0.064772
Epoch 9000
Loss = 2.9493e-02, PNorm = 479.0596, GNorm = 2.1529, lr_0 = 9.9366e-04
Validation prc-auc = 0.066479
Epoch 9001
Loss = 2.7185e-02, PNorm = 479.0880, GNorm = 0.4468, lr_0 = 9.9366e-04
Validation prc-auc = 0.065214
Epoch 9002
Loss = 5.3697e-02, PNorm = 479.1142, GNorm = 3.7835, lr_0 = 9.9366e-04
Validation prc-auc = 0.063105
Epoch 9003
Loss = 7.2480e-03, PNorm = 479.1444, GNorm = 0.3941, lr_0 = 9.9366e-04
Validation prc-auc = 0.064852
Epoch 9004
Loss = 2.0879e-02, PNorm = 479.1679, GNorm = 0.6099, lr_0 = 9.9366e-04
Validation prc-auc = 0.064534
Epoch 9005
Loss = 5.4842e-02, PNorm = 479.1934, GNorm = 0.1608, lr_0 = 9.9366e-04
Validation prc-auc = 0.065479
Epoch 9006
Loss = 2.0344e-02, PNorm = 479.2241, GNorm = 0.0539, lr_0 = 9.9366e-04
Validation prc-auc = 0.061220
Epoch 9007
Loss = 4.1051e-02, PNorm = 479.2517, GNorm = 1.5820, lr_0 = 9.9366e-04
Validation prc-auc = 0.066575
Epoch 9008
Loss = 7.2316e-02, PNorm = 479.2692, GNorm = 1.8181, lr_0 = 9.9366e-04
Validation prc-auc = 0.059640
Epoch 9009
Loss = 6.9081e-03, PNorm = 479.2919, GNorm = 0.2005, lr_0 = 9.9366e-04
Loss = 4.1593e-02, PNorm = 479.3152, GNorm = 0.1469, lr_0 = 9.9366e-04
Validation prc-auc = 0.055023
Epoch 9010
Loss = 5.5767e-02, PNorm = 479.3450, GNorm = 1.1384, lr_0 = 9.9366e-04
Validation prc-auc = 0.053988
Epoch 9011
Loss = 1.6483e-02, PNorm = 479.3714, GNorm = 0.5802, lr_0 = 9.9366e-04
Validation prc-auc = 0.055166
Epoch 9012
Loss = 3.5478e-02, PNorm = 479.3927, GNorm = 0.5199, lr_0 = 9.9365e-04
Validation prc-auc = 0.055589
Epoch 9013
Loss = 1.1348e-02, PNorm = 479.4093, GNorm = 0.1396, lr_0 = 9.9365e-04
Validation prc-auc = 0.055769
Epoch 9014
Loss = 2.7684e-02, PNorm = 479.4241, GNorm = 1.0104, lr_0 = 9.9365e-04
Validation prc-auc = 0.053774
Epoch 9015
Loss = 1.5415e-02, PNorm = 479.4407, GNorm = 0.1028, lr_0 = 9.9365e-04
Validation prc-auc = 0.057205
Epoch 9016
Loss = 9.0540e-03, PNorm = 479.4594, GNorm = 0.7117, lr_0 = 9.9365e-04
Validation prc-auc = 0.061130
Epoch 9017
Loss = 1.2562e-02, PNorm = 479.4850, GNorm = 0.2919, lr_0 = 9.9365e-04
Validation prc-auc = 0.058845
Epoch 9018
Loss = 9.2998e-02, PNorm = 479.5073, GNorm = 5.9280, lr_0 = 9.9365e-04
Validation prc-auc = 0.060637
Epoch 9019
Loss = 4.9700e-02, PNorm = 479.5356, GNorm = 2.0302, lr_0 = 9.9365e-04
Loss = 3.4665e-02, PNorm = 479.5729, GNorm = 0.9427, lr_0 = 9.9365e-04
Validation prc-auc = 0.053588
Epoch 9020
Loss = 4.7154e-02, PNorm = 479.6088, GNorm = 0.6347, lr_0 = 9.9365e-04
Validation prc-auc = 0.048153
Epoch 9021
Loss = 4.9088e-02, PNorm = 479.6388, GNorm = 0.2007, lr_0 = 9.9365e-04
Validation prc-auc = 0.054144
Epoch 9022
Loss = 1.9933e-02, PNorm = 479.6644, GNorm = 1.1386, lr_0 = 9.9365e-04
Validation prc-auc = 0.053691
Epoch 9023
Loss = 3.9065e-02, PNorm = 479.6809, GNorm = 1.8026, lr_0 = 9.9365e-04
Validation prc-auc = 0.059258
Epoch 9024
Loss = 2.5774e-02, PNorm = 479.7116, GNorm = 0.0730, lr_0 = 9.9365e-04
Validation prc-auc = 0.058833
Epoch 9025
Loss = 1.2210e-02, PNorm = 479.7448, GNorm = 2.3064, lr_0 = 9.9365e-04
Validation prc-auc = 0.060868
Epoch 9026
Loss = 1.2716e-02, PNorm = 479.7798, GNorm = 0.4715, lr_0 = 9.9364e-04
Validation prc-auc = 0.061829
Epoch 9027
Loss = 6.2233e-02, PNorm = 479.8088, GNorm = 2.7122, lr_0 = 9.9364e-04
Validation prc-auc = 0.062522
Epoch 9028
Loss = 4.1769e-02, PNorm = 479.8398, GNorm = 2.8243, lr_0 = 9.9364e-04
Validation prc-auc = 0.063854
Epoch 9029
Loss = 3.2612e-03, PNorm = 479.8767, GNorm = 0.2663, lr_0 = 9.9364e-04
Loss = 2.4648e-03, PNorm = 479.9100, GNorm = 0.4012, lr_0 = 9.9364e-04
Validation prc-auc = 0.072852
Epoch 9030
Loss = 2.3386e-02, PNorm = 479.9349, GNorm = 0.2878, lr_0 = 9.9364e-04
Validation prc-auc = 0.076056
Epoch 9031
Loss = 7.4178e-02, PNorm = 479.9652, GNorm = 1.1160, lr_0 = 9.9364e-04
Validation prc-auc = 0.070409
Epoch 9032
Loss = 6.1018e-02, PNorm = 480.0048, GNorm = 1.1150, lr_0 = 9.9364e-04
Validation prc-auc = 0.067092
Epoch 9033
Loss = 5.2547e-02, PNorm = 480.0550, GNorm = 1.8600, lr_0 = 9.9364e-04
Validation prc-auc = 0.054535
Epoch 9034
Loss = 6.4386e-02, PNorm = 480.1021, GNorm = 0.4266, lr_0 = 9.9364e-04
Validation prc-auc = 0.047650
Epoch 9035
Loss = 2.8213e-02, PNorm = 480.1478, GNorm = 3.8537, lr_0 = 9.9364e-04
Validation prc-auc = 0.066248
Epoch 9036
Loss = 2.9174e-02, PNorm = 480.1897, GNorm = 2.1908, lr_0 = 9.9364e-04
Validation prc-auc = 0.072226
Epoch 9037
Loss = 4.4505e-02, PNorm = 480.2225, GNorm = 1.5841, lr_0 = 9.9364e-04
Validation prc-auc = 0.071021
Epoch 9038
Loss = 1.8871e-02, PNorm = 480.2476, GNorm = 1.1972, lr_0 = 9.9364e-04
Validation prc-auc = 0.071841
Epoch 9039
Loss = 1.5783e-03, PNorm = 480.2711, GNorm = 0.0591, lr_0 = 9.9364e-04
Loss = 5.4697e-02, PNorm = 480.2934, GNorm = 0.0242, lr_0 = 9.9363e-04
Validation prc-auc = 0.078176
Epoch 9040
Loss = 4.4445e-02, PNorm = 480.3213, GNorm = 2.3973, lr_0 = 9.9363e-04
Validation prc-auc = 0.074487
Epoch 9041
Loss = 1.2905e-02, PNorm = 480.3487, GNorm = 0.2833, lr_0 = 9.9363e-04
Validation prc-auc = 0.088986
Epoch 9042
Loss = 3.2212e-02, PNorm = 480.3758, GNorm = 0.3873, lr_0 = 9.9363e-04
Validation prc-auc = 0.083578
Epoch 9043
Loss = 2.2935e-02, PNorm = 480.4040, GNorm = 1.0595, lr_0 = 9.9363e-04
Validation prc-auc = 0.079229
Epoch 9044
Loss = 1.3268e-02, PNorm = 480.4253, GNorm = 0.6493, lr_0 = 9.9363e-04
Validation prc-auc = 0.076511
Epoch 9045
Loss = 1.8234e-02, PNorm = 480.4410, GNorm = 1.6393, lr_0 = 9.9363e-04
Validation prc-auc = 0.075090
Epoch 9046
Loss = 1.3968e-02, PNorm = 480.4574, GNorm = 1.4994, lr_0 = 9.9363e-04
Validation prc-auc = 0.071280
Epoch 9047
Loss = 1.8208e-02, PNorm = 480.4829, GNorm = 0.6514, lr_0 = 9.9363e-04
Validation prc-auc = 0.077056
Epoch 9048
Loss = 9.5230e-02, PNorm = 480.5084, GNorm = 3.3540, lr_0 = 9.9363e-04
Validation prc-auc = 0.065908
Epoch 9049
Loss = 2.6468e-02, PNorm = 480.5425, GNorm = 1.3899, lr_0 = 9.9363e-04
Loss = 2.3359e-02, PNorm = 480.5725, GNorm = 0.0993, lr_0 = 9.9363e-04
Validation prc-auc = 0.060701
Epoch 9050
Loss = 2.8354e-02, PNorm = 480.5993, GNorm = 0.2669, lr_0 = 9.9363e-04
Validation prc-auc = 0.059694
Epoch 9051
Loss = 2.0267e-02, PNorm = 480.6267, GNorm = 0.6728, lr_0 = 9.9363e-04
Validation prc-auc = 0.056752
Epoch 9052
Loss = 2.5670e-02, PNorm = 480.6464, GNorm = 1.0915, lr_0 = 9.9362e-04
Validation prc-auc = 0.057927
Epoch 9053
Loss = 5.8231e-02, PNorm = 480.6628, GNorm = 0.0690, lr_0 = 9.9362e-04
Validation prc-auc = 0.061380
Epoch 9054
Loss = 1.8438e-02, PNorm = 480.6829, GNorm = 0.4393, lr_0 = 9.9362e-04
Validation prc-auc = 0.084921
Epoch 9055
Loss = 1.5848e-01, PNorm = 480.7013, GNorm = 6.9120, lr_0 = 9.9362e-04
Validation prc-auc = 0.074873
Epoch 9056
Loss = 3.5483e-02, PNorm = 480.7325, GNorm = 1.9587, lr_0 = 9.9362e-04
Validation prc-auc = 0.062260
Epoch 9057
Loss = 7.4714e-02, PNorm = 480.7617, GNorm = 2.3304, lr_0 = 9.9362e-04
Validation prc-auc = 0.063681
Epoch 9058
Loss = 9.4379e-03, PNorm = 480.7907, GNorm = 0.6131, lr_0 = 9.9362e-04
Validation prc-auc = 0.063819
Epoch 9059
Loss = 3.9847e-02, PNorm = 480.8194, GNorm = 1.7095, lr_0 = 9.9362e-04
Loss = 2.9082e-02, PNorm = 480.8427, GNorm = 0.9026, lr_0 = 9.9362e-04
Validation prc-auc = 0.057857
Epoch 9060
Loss = 2.9910e-02, PNorm = 480.8621, GNorm = 1.6554, lr_0 = 9.9362e-04
Validation prc-auc = 0.056510
Epoch 9061
Loss = 1.1688e-02, PNorm = 480.8787, GNorm = 0.2843, lr_0 = 9.9362e-04
Validation prc-auc = 0.060506
Epoch 9062
Loss = 7.7314e-02, PNorm = 480.8942, GNorm = 2.2941, lr_0 = 9.9362e-04
Validation prc-auc = 0.064098
Epoch 9063
Loss = 5.4453e-02, PNorm = 480.9156, GNorm = 2.2027, lr_0 = 9.9362e-04
Validation prc-auc = 0.055385
Epoch 9064
Loss = 2.6908e-02, PNorm = 480.9364, GNorm = 0.2694, lr_0 = 9.9362e-04
Validation prc-auc = 0.057137
Epoch 9065
Loss = 2.9158e-02, PNorm = 480.9566, GNorm = 0.3122, lr_0 = 9.9362e-04
Validation prc-auc = 0.046194
Epoch 9066
Loss = 3.2946e-02, PNorm = 480.9826, GNorm = 1.3948, lr_0 = 9.9361e-04
Validation prc-auc = 0.058516
Epoch 9067
Loss = 5.5383e-02, PNorm = 481.0107, GNorm = 1.5582, lr_0 = 9.9361e-04
Validation prc-auc = 0.058460
Epoch 9068
Loss = 5.4460e-02, PNorm = 481.0370, GNorm = 0.9494, lr_0 = 9.9361e-04
Validation prc-auc = 0.051699
Epoch 9069
Loss = 5.2131e-02, PNorm = 481.0592, GNorm = 1.9519, lr_0 = 9.9361e-04
Loss = 2.6564e-02, PNorm = 481.0783, GNorm = 1.8347, lr_0 = 9.9361e-04
Validation prc-auc = 0.052493
Epoch 9070
Loss = 7.8268e-02, PNorm = 481.1032, GNorm = 0.1153, lr_0 = 9.9361e-04
Validation prc-auc = 0.049389
Epoch 9071
Loss = 1.9815e-02, PNorm = 481.1363, GNorm = 0.3359, lr_0 = 9.9361e-04
Validation prc-auc = 0.042299
Epoch 9072
Loss = 5.2889e-02, PNorm = 481.1590, GNorm = 0.7901, lr_0 = 9.9361e-04
Validation prc-auc = 0.042571
Epoch 9073
Loss = 5.4150e-02, PNorm = 481.1853, GNorm = 0.1366, lr_0 = 9.9361e-04
Validation prc-auc = 0.042521
Epoch 9074
Loss = 3.2201e-02, PNorm = 481.2185, GNorm = 0.2504, lr_0 = 9.9361e-04
Validation prc-auc = 0.035738
Epoch 9075
Loss = 1.1147e-02, PNorm = 481.2449, GNorm = 0.2428, lr_0 = 9.9361e-04
Validation prc-auc = 0.042004
Epoch 9076
Loss = 2.9747e-02, PNorm = 481.2690, GNorm = 0.4052, lr_0 = 9.9361e-04
Validation prc-auc = 0.048985
Epoch 9077
Loss = 7.6627e-02, PNorm = 481.2940, GNorm = 0.1684, lr_0 = 9.9361e-04
Validation prc-auc = 0.044562
Epoch 9078
Loss = 1.2004e-02, PNorm = 481.3108, GNorm = 0.8074, lr_0 = 9.9361e-04
Validation prc-auc = 0.053872
Epoch 9079
Loss = 1.1791e-03, PNorm = 481.3265, GNorm = 0.0589, lr_0 = 9.9360e-04
Loss = 1.1233e-02, PNorm = 481.3442, GNorm = 0.1406, lr_0 = 9.9360e-04
Validation prc-auc = 0.070113
Epoch 9080
Loss = 3.0299e-02, PNorm = 481.3543, GNorm = 4.1692, lr_0 = 9.9360e-04
Validation prc-auc = 0.068674
Epoch 9081
Loss = 2.7144e-02, PNorm = 481.3730, GNorm = 0.5184, lr_0 = 9.9360e-04
Validation prc-auc = 0.069901
Epoch 9082
Loss = 2.7107e-02, PNorm = 481.3910, GNorm = 2.1249, lr_0 = 9.9360e-04
Validation prc-auc = 0.059061
Epoch 9083
Loss = 5.2986e-02, PNorm = 481.4088, GNorm = 1.3043, lr_0 = 9.9360e-04
Validation prc-auc = 0.064807
Epoch 9084
Loss = 3.5608e-02, PNorm = 481.4339, GNorm = 0.4114, lr_0 = 9.9360e-04
Validation prc-auc = 0.065139
Epoch 9085
Loss = 4.6445e-02, PNorm = 481.4520, GNorm = 0.1995, lr_0 = 9.9360e-04
Validation prc-auc = 0.072128
Epoch 9086
Loss = 9.8511e-03, PNorm = 481.4680, GNorm = 0.5689, lr_0 = 9.9360e-04
Validation prc-auc = 0.069038
Epoch 9087
Loss = 6.1756e-02, PNorm = 481.4898, GNorm = 1.1361, lr_0 = 9.9360e-04
Validation prc-auc = 0.069965
Epoch 9088
Loss = 2.0392e-02, PNorm = 481.5143, GNorm = 0.2870, lr_0 = 9.9360e-04
Validation prc-auc = 0.064889
Epoch 9089
Loss = 3.6300e-03, PNorm = 481.5337, GNorm = 0.1490, lr_0 = 9.9360e-04
Loss = 4.9405e-02, PNorm = 481.5540, GNorm = 0.0690, lr_0 = 9.9360e-04
Validation prc-auc = 0.065390
Epoch 9090
Loss = 3.2887e-02, PNorm = 481.5865, GNorm = 0.2589, lr_0 = 9.9360e-04
Validation prc-auc = 0.067839
Epoch 9091
Loss = 1.9196e-02, PNorm = 481.6105, GNorm = 1.0063, lr_0 = 9.9360e-04
Validation prc-auc = 0.074436
Epoch 9092
Loss = 6.8337e-02, PNorm = 481.6339, GNorm = 2.1496, lr_0 = 9.9359e-04
Validation prc-auc = 0.059320
Epoch 9093
Loss = 1.6664e-02, PNorm = 481.6545, GNorm = 0.4321, lr_0 = 9.9359e-04
Validation prc-auc = 0.072943
Epoch 9094
Loss = 1.7529e-02, PNorm = 481.6745, GNorm = 1.4855, lr_0 = 9.9359e-04
Validation prc-auc = 0.077898
Epoch 9095
Loss = 5.8546e-03, PNorm = 481.6969, GNorm = 0.4618, lr_0 = 9.9359e-04
Validation prc-auc = 0.073544
Epoch 9096
Loss = 4.2189e-02, PNorm = 481.7163, GNorm = 2.9176, lr_0 = 9.9359e-04
Validation prc-auc = 0.074559
Epoch 9097
Loss = 6.2197e-02, PNorm = 481.7357, GNorm = 0.1733, lr_0 = 9.9359e-04
Validation prc-auc = 0.075514
Epoch 9098
Loss = 1.5350e-02, PNorm = 481.7499, GNorm = 1.8006, lr_0 = 9.9359e-04
Validation prc-auc = 0.071225
Epoch 9099
Loss = 8.9223e-03, PNorm = 481.7643, GNorm = 0.5243, lr_0 = 9.9359e-04
Loss = 3.0470e-02, PNorm = 481.7839, GNorm = 0.4488, lr_0 = 9.9359e-04
Validation prc-auc = 0.064933
Epoch 9100
Loss = 5.1058e-02, PNorm = 481.8151, GNorm = 0.9746, lr_0 = 9.9359e-04
Validation prc-auc = 0.072539
Epoch 9101
Loss = 3.7336e-02, PNorm = 481.8498, GNorm = 1.5858, lr_0 = 9.9359e-04
Validation prc-auc = 0.069183
Epoch 9102
Loss = 3.6736e-02, PNorm = 481.8795, GNorm = 0.9703, lr_0 = 9.9359e-04
Validation prc-auc = 0.052054
Epoch 9103
Loss = 2.8145e-02, PNorm = 481.9031, GNorm = 0.1464, lr_0 = 9.9359e-04
Validation prc-auc = 0.049732
Epoch 9104
Loss = 4.1651e-02, PNorm = 481.9259, GNorm = 0.1978, lr_0 = 9.9359e-04
Validation prc-auc = 0.049071
Epoch 9105
Loss = 1.7001e-02, PNorm = 481.9471, GNorm = 0.9760, lr_0 = 9.9359e-04
Validation prc-auc = 0.064629
Epoch 9106
Loss = 2.7709e-02, PNorm = 481.9605, GNorm = 1.2132, lr_0 = 9.9358e-04
Validation prc-auc = 0.063453
Epoch 9107
Loss = 8.9467e-03, PNorm = 481.9736, GNorm = 0.0753, lr_0 = 9.9358e-04
Validation prc-auc = 0.056515
Epoch 9108
Loss = 1.8679e-03, PNorm = 481.9905, GNorm = 0.0626, lr_0 = 9.9358e-04
Validation prc-auc = 0.055562
Epoch 9109
Loss = 9.0913e-04, PNorm = 482.0196, GNorm = 0.0487, lr_0 = 9.9358e-04
Loss = 4.5577e-02, PNorm = 482.0463, GNorm = 2.6561, lr_0 = 9.9358e-04
Validation prc-auc = 0.036591
Epoch 9110
Loss = 8.6022e-03, PNorm = 482.0648, GNorm = 0.4847, lr_0 = 9.9358e-04
Validation prc-auc = 0.028276
Epoch 9111
Loss = 5.5757e-02, PNorm = 482.0887, GNorm = 0.6356, lr_0 = 9.9358e-04
Validation prc-auc = 0.026272
Epoch 9112
Loss = 2.2115e-02, PNorm = 482.1175, GNorm = 0.0659, lr_0 = 9.9358e-04
Validation prc-auc = 0.024146
Epoch 9113
Loss = 2.7481e-02, PNorm = 482.1432, GNorm = 0.1299, lr_0 = 9.9358e-04
Validation prc-auc = 0.026599
Epoch 9114
Loss = 1.6381e-02, PNorm = 482.1627, GNorm = 1.6181, lr_0 = 9.9358e-04
Validation prc-auc = 0.027649
Epoch 9115
Loss = 1.7214e-02, PNorm = 482.1825, GNorm = 1.7895, lr_0 = 9.9358e-04
Validation prc-auc = 0.028661
Epoch 9116
Loss = 1.5049e-02, PNorm = 482.1982, GNorm = 0.2074, lr_0 = 9.9358e-04
Validation prc-auc = 0.029499
Epoch 9117
Loss = 4.2968e-02, PNorm = 482.2179, GNorm = 0.1173, lr_0 = 9.9358e-04
Validation prc-auc = 0.028946
Epoch 9118
Loss = 3.6892e-03, PNorm = 482.2493, GNorm = 0.2253, lr_0 = 9.9358e-04
Validation prc-auc = 0.039688
Epoch 9119
Loss = 2.1185e-03, PNorm = 482.2727, GNorm = 0.0934, lr_0 = 9.9357e-04
Loss = 4.4590e-02, PNorm = 482.2936, GNorm = 0.8679, lr_0 = 9.9357e-04
Validation prc-auc = 0.029385
Epoch 9120
Loss = 4.7308e-02, PNorm = 482.3175, GNorm = 4.5325, lr_0 = 9.9357e-04
Validation prc-auc = 0.027145
Epoch 9121
Loss = 2.3528e-02, PNorm = 482.3367, GNorm = 1.0539, lr_0 = 9.9357e-04
Validation prc-auc = 0.035622
Epoch 9122
Loss = 6.2619e-02, PNorm = 482.3573, GNorm = 1.3791, lr_0 = 9.9357e-04
Validation prc-auc = 0.046529
Epoch 9123
Loss = 2.6094e-02, PNorm = 482.3800, GNorm = 0.0774, lr_0 = 9.9357e-04
Validation prc-auc = 0.048286
Epoch 9124
Loss = 1.3765e-02, PNorm = 482.3996, GNorm = 1.3615, lr_0 = 9.9357e-04
Validation prc-auc = 0.047937
Epoch 9125
Loss = 3.2722e-03, PNorm = 482.4151, GNorm = 0.0920, lr_0 = 9.9357e-04
Validation prc-auc = 0.047147
Epoch 9126
Loss = 5.0584e-02, PNorm = 482.4268, GNorm = 5.6559, lr_0 = 9.9357e-04
Validation prc-auc = 0.055955
Epoch 9127
Loss = 2.8203e-03, PNorm = 482.4457, GNorm = 0.3533, lr_0 = 9.9357e-04
Validation prc-auc = 0.050587
Epoch 9128
Loss = 5.6361e-03, PNorm = 482.4676, GNorm = 0.1506, lr_0 = 9.9357e-04
Validation prc-auc = 0.047187
Epoch 9129
Loss = 3.3482e-03, PNorm = 482.4880, GNorm = 0.2828, lr_0 = 9.9357e-04
Loss = 1.9709e-02, PNorm = 482.5119, GNorm = 0.8975, lr_0 = 9.9357e-04
Validation prc-auc = 0.052402
Epoch 9130
Loss = 1.3527e-02, PNorm = 482.5357, GNorm = 0.2657, lr_0 = 9.9357e-04
Validation prc-auc = 0.048202
Epoch 9131
Loss = 2.8109e-03, PNorm = 482.5566, GNorm = 0.0162, lr_0 = 9.9357e-04
Validation prc-auc = 0.047016
Epoch 9132
Loss = 5.4911e-02, PNorm = 482.5816, GNorm = 0.0476, lr_0 = 9.9356e-04
Validation prc-auc = 0.034292
Epoch 9133
Loss = 1.8097e-02, PNorm = 482.6113, GNorm = 0.9380, lr_0 = 9.9356e-04
Validation prc-auc = 0.028933
Epoch 9134
Loss = 2.9197e-02, PNorm = 482.6361, GNorm = 1.0636, lr_0 = 9.9356e-04
Validation prc-auc = 0.034515
Epoch 9135
Loss = 4.6592e-02, PNorm = 482.6688, GNorm = 0.1072, lr_0 = 9.9356e-04
Validation prc-auc = 0.035690
Epoch 9136
Loss = 4.2082e-03, PNorm = 482.6979, GNorm = 0.1184, lr_0 = 9.9356e-04
Validation prc-auc = 0.033939
Epoch 9137
Loss = 3.5898e-02, PNorm = 482.7242, GNorm = 1.6170, lr_0 = 9.9356e-04
Validation prc-auc = 0.036481
Epoch 9138
Loss = 9.2501e-03, PNorm = 482.7548, GNorm = 0.8445, lr_0 = 9.9356e-04
Validation prc-auc = 0.038870
Epoch 9139
Loss = 9.5979e-02, PNorm = 482.7851, GNorm = 2.3606, lr_0 = 9.9356e-04
Loss = 1.6745e-02, PNorm = 482.8139, GNorm = 1.0501, lr_0 = 9.9356e-04
Validation prc-auc = 0.042339
Epoch 9140
Loss = 5.5798e-02, PNorm = 482.8403, GNorm = 1.6979, lr_0 = 9.9356e-04
Validation prc-auc = 0.034864
Epoch 9141
Loss = 3.4103e-02, PNorm = 482.8685, GNorm = 0.4678, lr_0 = 9.9356e-04
Validation prc-auc = 0.034912
Epoch 9142
Loss = 2.8743e-02, PNorm = 482.8971, GNorm = 0.4077, lr_0 = 9.9356e-04
Validation prc-auc = 0.038950
Epoch 9143
Loss = 3.5081e-02, PNorm = 482.9253, GNorm = 1.3429, lr_0 = 9.9356e-04
Validation prc-auc = 0.041396
Epoch 9144
Loss = 4.0706e-02, PNorm = 482.9530, GNorm = 1.0097, lr_0 = 9.9356e-04
Validation prc-auc = 0.044724
Epoch 9145
Loss = 5.8070e-02, PNorm = 482.9775, GNorm = 1.0873, lr_0 = 9.9356e-04
Validation prc-auc = 0.045926
Epoch 9146
Loss = 1.5025e-02, PNorm = 483.0013, GNorm = 1.0456, lr_0 = 9.9355e-04
Validation prc-auc = 0.047930
Epoch 9147
Loss = 1.7951e-02, PNorm = 483.0215, GNorm = 0.8467, lr_0 = 9.9355e-04
Validation prc-auc = 0.049953
Epoch 9148
Loss = 8.7173e-03, PNorm = 483.0384, GNorm = 0.1166, lr_0 = 9.9355e-04
Validation prc-auc = 0.049616
Epoch 9149
Loss = 5.3582e-03, PNorm = 483.0546, GNorm = 0.3577, lr_0 = 9.9355e-04
Loss = 2.7457e-02, PNorm = 483.0743, GNorm = 0.0771, lr_0 = 9.9355e-04
Validation prc-auc = 0.049870
Epoch 9150
Loss = 2.3719e-02, PNorm = 483.0969, GNorm = 1.1223, lr_0 = 9.9355e-04
Validation prc-auc = 0.044454
Epoch 9151
Loss = 3.4300e-02, PNorm = 483.1174, GNorm = 1.2375, lr_0 = 9.9355e-04
Validation prc-auc = 0.043083
Epoch 9152
Loss = 6.9819e-02, PNorm = 483.1377, GNorm = 3.0741, lr_0 = 9.9355e-04
Validation prc-auc = 0.047791
Epoch 9153
Loss = 1.9492e-02, PNorm = 483.1667, GNorm = 1.1043, lr_0 = 9.9355e-04
Validation prc-auc = 0.051203
Epoch 9154
Loss = 1.8006e-02, PNorm = 483.1879, GNorm = 0.3811, lr_0 = 9.9355e-04
Validation prc-auc = 0.052641
Epoch 9155
Loss = 1.3126e-02, PNorm = 483.2035, GNorm = 0.1608, lr_0 = 9.9355e-04
Validation prc-auc = 0.056272
Epoch 9156
Loss = 3.1450e-02, PNorm = 483.2145, GNorm = 0.0888, lr_0 = 9.9355e-04
Validation prc-auc = 0.054027
Epoch 9157
Loss = 4.3245e-02, PNorm = 483.2299, GNorm = 1.1296, lr_0 = 9.9355e-04
Validation prc-auc = 0.047322
Epoch 9158
Loss = 2.8873e-02, PNorm = 483.2564, GNorm = 4.0740, lr_0 = 9.9355e-04
Validation prc-auc = 0.041502
Epoch 9159
Loss = 5.8491e-02, PNorm = 483.2817, GNorm = 1.9085, lr_0 = 9.9354e-04
Loss = 4.3964e-02, PNorm = 483.3130, GNorm = 4.4893, lr_0 = 9.9354e-04
Validation prc-auc = 0.046012
Epoch 9160
Loss = 2.8060e-02, PNorm = 483.3422, GNorm = 0.4084, lr_0 = 9.9354e-04
Validation prc-auc = 0.039167
Epoch 9161
Loss = 7.3351e-02, PNorm = 483.3752, GNorm = 2.4614, lr_0 = 9.9354e-04
Validation prc-auc = 0.038969
Epoch 9162
Loss = 4.5566e-02, PNorm = 483.4120, GNorm = 1.1437, lr_0 = 9.9354e-04
Validation prc-auc = 0.041421
Epoch 9163
Loss = 1.4746e-02, PNorm = 483.4418, GNorm = 1.0102, lr_0 = 9.9354e-04
Validation prc-auc = 0.044097
Epoch 9164
Loss = 2.9582e-02, PNorm = 483.4664, GNorm = 0.8216, lr_0 = 9.9354e-04
Validation prc-auc = 0.045618
Epoch 9165
Loss = 6.5771e-02, PNorm = 483.4910, GNorm = 1.6650, lr_0 = 9.9354e-04
Validation prc-auc = 0.040924
Epoch 9166
Loss = 4.8376e-02, PNorm = 483.5110, GNorm = 1.4397, lr_0 = 9.9354e-04
Validation prc-auc = 0.039848
Epoch 9167
Loss = 6.1965e-03, PNorm = 483.5238, GNorm = 0.3095, lr_0 = 9.9354e-04
Validation prc-auc = 0.041169
Epoch 9168
Loss = 2.7857e-02, PNorm = 483.5390, GNorm = 1.1539, lr_0 = 9.9354e-04
Validation prc-auc = 0.036310
Epoch 9169
Loss = 3.0610e-02, PNorm = 483.5596, GNorm = 1.8268, lr_0 = 9.9354e-04
Loss = 3.0757e-02, PNorm = 483.5848, GNorm = 0.1245, lr_0 = 9.9354e-04
Validation prc-auc = 0.039771
Epoch 9170
Loss = 2.7813e-02, PNorm = 483.6139, GNorm = 0.7186, lr_0 = 9.9354e-04
Validation prc-auc = 0.040776
Epoch 9171
Loss = 2.3688e-02, PNorm = 483.6403, GNorm = 0.2308, lr_0 = 9.9354e-04
Validation prc-auc = 0.043182
Epoch 9172
Loss = 8.2647e-02, PNorm = 483.6673, GNorm = 0.2547, lr_0 = 9.9353e-04
Validation prc-auc = 0.044560
Epoch 9173
Loss = 2.4441e-02, PNorm = 483.6976, GNorm = 1.0538, lr_0 = 9.9353e-04
Validation prc-auc = 0.061134
Epoch 9174
Loss = 4.0406e-02, PNorm = 483.7302, GNorm = 0.1091, lr_0 = 9.9353e-04
Validation prc-auc = 0.063251
Epoch 9175
Loss = 2.4670e-02, PNorm = 483.7535, GNorm = 1.6302, lr_0 = 9.9353e-04
Validation prc-auc = 0.063379
Epoch 9176
Loss = 1.2298e-02, PNorm = 483.7713, GNorm = 1.2113, lr_0 = 9.9353e-04
Validation prc-auc = 0.059071
Epoch 9177
Loss = 5.3567e-02, PNorm = 483.7865, GNorm = 2.4729, lr_0 = 9.9353e-04
Validation prc-auc = 0.058877
Epoch 9178
Loss = 7.6029e-02, PNorm = 483.8078, GNorm = 0.1432, lr_0 = 9.9353e-04
Validation prc-auc = 0.057393
Epoch 9179
Loss = 5.0019e-02, PNorm = 483.8442, GNorm = 1.6073, lr_0 = 9.9353e-04
Loss = 5.1169e-02, PNorm = 483.8844, GNorm = 1.3949, lr_0 = 9.9353e-04
Validation prc-auc = 0.056173
Epoch 9180
Loss = 1.4728e-02, PNorm = 483.9137, GNorm = 0.1460, lr_0 = 9.9353e-04
Validation prc-auc = 0.068075
Epoch 9181
Loss = 3.0741e-02, PNorm = 483.9346, GNorm = 0.3490, lr_0 = 9.9353e-04
Validation prc-auc = 0.067718
Epoch 9182
Loss = 5.4705e-02, PNorm = 483.9677, GNorm = 0.5624, lr_0 = 9.9353e-04
Validation prc-auc = 0.031488
Epoch 9183
Loss = 2.6233e-02, PNorm = 483.9978, GNorm = 0.2506, lr_0 = 9.9353e-04
Validation prc-auc = 0.028908
Epoch 9184
Loss = 2.4175e-02, PNorm = 484.0221, GNorm = 3.7783, lr_0 = 9.9353e-04
Validation prc-auc = 0.040457
Epoch 9185
Loss = 5.0110e-02, PNorm = 484.0517, GNorm = 0.1681, lr_0 = 9.9352e-04
Validation prc-auc = 0.048748
Epoch 9186
Loss = 5.4254e-02, PNorm = 484.0836, GNorm = 0.5924, lr_0 = 9.9352e-04
Validation prc-auc = 0.039997
Epoch 9187
Loss = 5.6559e-03, PNorm = 484.1212, GNorm = 0.4531, lr_0 = 9.9352e-04
Validation prc-auc = 0.041738
Epoch 9188
Loss = 1.7162e-02, PNorm = 484.1527, GNorm = 1.3330, lr_0 = 9.9352e-04
Validation prc-auc = 0.057762
Epoch 9189
Loss = 3.6216e-02, PNorm = 484.1792, GNorm = 1.9461, lr_0 = 9.9352e-04
Loss = 3.1928e-02, PNorm = 484.2072, GNorm = 0.1758, lr_0 = 9.9352e-04
Validation prc-auc = 0.044935
Epoch 9190
Loss = 5.4187e-02, PNorm = 484.2374, GNorm = 0.1609, lr_0 = 9.9352e-04
Validation prc-auc = 0.037500
Epoch 9191
Loss = 3.1601e-02, PNorm = 484.2704, GNorm = 0.6457, lr_0 = 9.9352e-04
Validation prc-auc = 0.035442
Epoch 9192
Loss = 1.2418e-02, PNorm = 484.2962, GNorm = 0.9610, lr_0 = 9.9352e-04
Validation prc-auc = 0.046467
Epoch 9193
Loss = 3.1867e-02, PNorm = 484.3167, GNorm = 0.2120, lr_0 = 9.9352e-04
Validation prc-auc = 0.058794
Epoch 9194
Loss = 3.0892e-02, PNorm = 484.3405, GNorm = 0.2586, lr_0 = 9.9352e-04
Validation prc-auc = 0.064372
Epoch 9195
Loss = 9.8179e-02, PNorm = 484.3780, GNorm = 0.1136, lr_0 = 9.9352e-04
Validation prc-auc = 0.025414
Epoch 9196
Loss = 3.6062e-02, PNorm = 484.4281, GNorm = 1.1366, lr_0 = 9.9352e-04
Validation prc-auc = 0.031877
Epoch 9197
Loss = 9.0378e-03, PNorm = 484.4714, GNorm = 0.1448, lr_0 = 9.9352e-04
Validation prc-auc = 0.032621
Epoch 9198
Loss = 8.1566e-03, PNorm = 484.4993, GNorm = 0.2838, lr_0 = 9.9352e-04
Validation prc-auc = 0.033614
Epoch 9199
Loss = 1.0489e-02, PNorm = 484.5179, GNorm = 0.8758, lr_0 = 9.9351e-04
Loss = 1.8928e-02, PNorm = 484.5305, GNorm = 1.2038, lr_0 = 9.9351e-04
Validation prc-auc = 0.034333
Epoch 9200
Loss = 2.6337e-02, PNorm = 484.5406, GNorm = 0.1249, lr_0 = 9.9351e-04
Validation prc-auc = 0.035614
Epoch 9201
Loss = 1.1622e-02, PNorm = 484.5530, GNorm = 0.1797, lr_0 = 9.9351e-04
Validation prc-auc = 0.038448
Epoch 9202
Loss = 3.3172e-02, PNorm = 484.5660, GNorm = 0.9480, lr_0 = 9.9351e-04
Validation prc-auc = 0.042955
Epoch 9203
Loss = 8.2683e-02, PNorm = 484.5958, GNorm = 0.3487, lr_0 = 9.9351e-04
Validation prc-auc = 0.027647
Epoch 9204
Loss = 4.8509e-02, PNorm = 484.6277, GNorm = 0.1305, lr_0 = 9.9351e-04
Validation prc-auc = 0.043614
Epoch 9205
Loss = 3.7278e-02, PNorm = 484.6554, GNorm = 0.8322, lr_0 = 9.9351e-04
Validation prc-auc = 0.055705
Epoch 9206
Loss = 4.0802e-02, PNorm = 484.6804, GNorm = 0.6102, lr_0 = 9.9351e-04
Validation prc-auc = 0.039476
Epoch 9207
Loss = 4.9274e-02, PNorm = 484.7052, GNorm = 1.4313, lr_0 = 9.9351e-04
Validation prc-auc = 0.025191
Epoch 9208
Loss = 2.0085e-02, PNorm = 484.7322, GNorm = 0.1340, lr_0 = 9.9351e-04
Validation prc-auc = 0.032759
Epoch 9209
Loss = 5.9857e-02, PNorm = 484.7597, GNorm = 2.2350, lr_0 = 9.9351e-04
Loss = 1.7629e-02, PNorm = 484.7823, GNorm = 0.2952, lr_0 = 9.9351e-04
Validation prc-auc = 0.042517
Epoch 9210
Loss = 4.0646e-02, PNorm = 484.8034, GNorm = 0.0316, lr_0 = 9.9351e-04
Validation prc-auc = 0.041165
Epoch 9211
Loss = 8.7476e-03, PNorm = 484.8241, GNorm = 0.2391, lr_0 = 9.9351e-04
Validation prc-auc = 0.038490
Epoch 9212
Loss = 3.0862e-02, PNorm = 484.8385, GNorm = 2.6147, lr_0 = 9.9350e-04
Validation prc-auc = 0.040723
Epoch 9213
Loss = 5.2976e-02, PNorm = 484.8649, GNorm = 2.7771, lr_0 = 9.9350e-04
Validation prc-auc = 0.047275
Epoch 9214
Loss = 3.5049e-02, PNorm = 484.8979, GNorm = 1.1632, lr_0 = 9.9350e-04
Validation prc-auc = 0.048093
Epoch 9215
Loss = 4.7519e-02, PNorm = 484.9217, GNorm = 1.5185, lr_0 = 9.9350e-04
Validation prc-auc = 0.049806
Epoch 9216
Loss = 9.6565e-02, PNorm = 484.9430, GNorm = 1.0013, lr_0 = 9.9350e-04
Validation prc-auc = 0.055686
Epoch 9217
Loss = 7.8786e-03, PNorm = 484.9698, GNorm = 0.3318, lr_0 = 9.9350e-04
Validation prc-auc = 0.056124
Epoch 9218
Loss = 5.0072e-02, PNorm = 484.9885, GNorm = 1.7595, lr_0 = 9.9350e-04
Validation prc-auc = 0.054776
Epoch 9219
Loss = 6.5455e-03, PNorm = 485.0086, GNorm = 0.2548, lr_0 = 9.9350e-04
Loss = 4.4627e-02, PNorm = 485.0330, GNorm = 2.1530, lr_0 = 9.9350e-04
Validation prc-auc = 0.045063
Epoch 9220
Loss = 2.5462e-02, PNorm = 485.0608, GNorm = 0.9121, lr_0 = 9.9350e-04
Validation prc-auc = 0.044693
Epoch 9221
Loss = 5.7313e-02, PNorm = 485.0897, GNorm = 1.5262, lr_0 = 9.9350e-04
Validation prc-auc = 0.050622
Epoch 9222
Loss = 3.0762e-02, PNorm = 485.1232, GNorm = 1.5974, lr_0 = 9.9350e-04
Validation prc-auc = 0.046310
Epoch 9223
Loss = 1.9150e-02, PNorm = 485.1514, GNorm = 1.9124, lr_0 = 9.9350e-04
Validation prc-auc = 0.050273
Epoch 9224
Loss = 9.5809e-03, PNorm = 485.1734, GNorm = 0.2266, lr_0 = 9.9350e-04
Validation prc-auc = 0.062518
Epoch 9225
Loss = 2.1729e-02, PNorm = 485.1943, GNorm = 1.7847, lr_0 = 9.9349e-04
Validation prc-auc = 0.055551
Epoch 9226
Loss = 1.1804e-02, PNorm = 485.2243, GNorm = 1.0473, lr_0 = 9.9349e-04
Validation prc-auc = 0.057838
Epoch 9227
Loss = 1.0673e-01, PNorm = 485.2509, GNorm = 0.4933, lr_0 = 9.9349e-04
Validation prc-auc = 0.057629
Epoch 9228
Loss = 5.4813e-03, PNorm = 485.2766, GNorm = 0.1394, lr_0 = 9.9349e-04
Validation prc-auc = 0.059546
Epoch 9229
Loss = 1.8928e-02, PNorm = 485.3020, GNorm = 1.0937, lr_0 = 9.9349e-04
Loss = 2.6234e-02, PNorm = 485.3302, GNorm = 1.8757, lr_0 = 9.9349e-04
Validation prc-auc = 0.055294
Epoch 9230
Loss = 2.6768e-02, PNorm = 485.3578, GNorm = 1.1770, lr_0 = 9.9349e-04
Validation prc-auc = 0.053516
Epoch 9231
Loss = 4.8805e-02, PNorm = 485.3900, GNorm = 1.3075, lr_0 = 9.9349e-04
Validation prc-auc = 0.058454
Epoch 9232
Loss = 1.5194e-01, PNorm = 485.4369, GNorm = 0.1851, lr_0 = 9.9349e-04
Validation prc-auc = 0.045538
Epoch 9233
Loss = 4.2384e-02, PNorm = 485.4895, GNorm = 0.2420, lr_0 = 9.9349e-04
Validation prc-auc = 0.035581
Epoch 9234
Loss = 6.8421e-02, PNorm = 485.5308, GNorm = 0.2895, lr_0 = 9.9349e-04
Validation prc-auc = 0.036271
Epoch 9235
Loss = 1.5420e-02, PNorm = 485.5639, GNorm = 0.6468, lr_0 = 9.9349e-04
Validation prc-auc = 0.043326
Epoch 9236
Loss = 4.1493e-02, PNorm = 485.5841, GNorm = 3.3105, lr_0 = 9.9349e-04
Validation prc-auc = 0.039913
Epoch 9237
Loss = 1.4286e-02, PNorm = 485.6104, GNorm = 0.8458, lr_0 = 9.9349e-04
Validation prc-auc = 0.039088
Epoch 9238
Loss = 4.9999e-02, PNorm = 485.6324, GNorm = 2.9783, lr_0 = 9.9349e-04
Validation prc-auc = 0.036273
Epoch 9239
Loss = 3.8188e-03, PNorm = 485.6531, GNorm = 0.1945, lr_0 = 9.9348e-04
Loss = 1.1435e-02, PNorm = 485.6663, GNorm = 0.1726, lr_0 = 9.9348e-04
Validation prc-auc = 0.034800
Epoch 9240
Loss = 2.2610e-02, PNorm = 485.6719, GNorm = 1.0561, lr_0 = 9.9348e-04
Validation prc-auc = 0.034945
Epoch 9241
Loss = 3.1354e-02, PNorm = 485.6786, GNorm = 0.4723, lr_0 = 9.9348e-04
Validation prc-auc = 0.041213
Epoch 9242
Loss = 3.6570e-02, PNorm = 485.7033, GNorm = 2.5737, lr_0 = 9.9348e-04
Validation prc-auc = 0.033936
Epoch 9243
Loss = 4.7795e-03, PNorm = 485.7311, GNorm = 0.0244, lr_0 = 9.9348e-04
Validation prc-auc = 0.033906
Epoch 9244
Loss = 4.8287e-02, PNorm = 485.7573, GNorm = 2.5058, lr_0 = 9.9348e-04
Validation prc-auc = 0.031667
Epoch 9245
Loss = 1.1577e-02, PNorm = 485.7809, GNorm = 0.4396, lr_0 = 9.9348e-04
Validation prc-auc = 0.031685
Epoch 9246
Loss = 1.2205e-02, PNorm = 485.8039, GNorm = 0.1787, lr_0 = 9.9348e-04
Validation prc-auc = 0.031661
Epoch 9247
Loss = 1.8560e-03, PNorm = 485.8285, GNorm = 0.1168, lr_0 = 9.9348e-04
Validation prc-auc = 0.033006
Epoch 9248
Loss = 2.0584e-02, PNorm = 485.8475, GNorm = 0.1114, lr_0 = 9.9348e-04
Validation prc-auc = 0.037285
Epoch 9249
Loss = 6.2300e-03, PNorm = 485.8756, GNorm = 0.4479, lr_0 = 9.9348e-04
Loss = 3.3705e-02, PNorm = 485.9064, GNorm = 0.0706, lr_0 = 9.9348e-04
Validation prc-auc = 0.032878
Epoch 9250
Loss = 2.3336e-02, PNorm = 485.9362, GNorm = 0.2637, lr_0 = 9.9348e-04
Validation prc-auc = 0.036458
Epoch 9251
Loss = 3.0660e-02, PNorm = 485.9608, GNorm = 0.5526, lr_0 = 9.9348e-04
Validation prc-auc = 0.032235
Epoch 9252
Loss = 1.8864e-02, PNorm = 485.9797, GNorm = 0.0840, lr_0 = 9.9347e-04
Validation prc-auc = 0.031147
Epoch 9253
Loss = 5.7980e-02, PNorm = 485.9974, GNorm = 0.3397, lr_0 = 9.9347e-04
Validation prc-auc = 0.031827
Epoch 9254
Loss = 2.7734e-02, PNorm = 486.0178, GNorm = 2.3831, lr_0 = 9.9347e-04
Validation prc-auc = 0.037374
Epoch 9255
Loss = 2.9545e-02, PNorm = 486.0419, GNorm = 0.2201, lr_0 = 9.9347e-04
Validation prc-auc = 0.037468
Epoch 9256
Loss = 2.0618e-02, PNorm = 486.0651, GNorm = 2.2411, lr_0 = 9.9347e-04
Validation prc-auc = 0.037938
Epoch 9257
Loss = 1.1095e-03, PNorm = 486.0849, GNorm = 0.0424, lr_0 = 9.9347e-04
Validation prc-auc = 0.036175
Epoch 9258
Loss = 1.7706e-01, PNorm = 486.1067, GNorm = 2.7239, lr_0 = 9.9347e-04
Validation prc-auc = 0.032727
Epoch 9259
Loss = 2.9245e-02, PNorm = 486.1361, GNorm = 1.3215, lr_0 = 9.9347e-04
Loss = 2.0091e-02, PNorm = 486.1583, GNorm = 1.3470, lr_0 = 9.9347e-04
Validation prc-auc = 0.029405
Epoch 9260
Loss = 2.4587e-02, PNorm = 486.1778, GNorm = 0.8914, lr_0 = 9.9347e-04
Validation prc-auc = 0.034951
Epoch 9261
Loss = 1.2246e-02, PNorm = 486.1928, GNorm = 0.2362, lr_0 = 9.9347e-04
Validation prc-auc = 0.035764
Epoch 9262
Loss = 1.3506e-02, PNorm = 486.2084, GNorm = 0.1266, lr_0 = 9.9347e-04
Validation prc-auc = 0.036102
Epoch 9263
Loss = 5.4569e-03, PNorm = 486.2193, GNorm = 0.1399, lr_0 = 9.9347e-04
Validation prc-auc = 0.036722
Epoch 9264
Loss = 3.2790e-02, PNorm = 486.2288, GNorm = 0.4593, lr_0 = 9.9347e-04
Validation prc-auc = 0.040669
Epoch 9265
Loss = 2.1576e-02, PNorm = 486.2389, GNorm = 2.5667, lr_0 = 9.9346e-04
Validation prc-auc = 0.049094
Epoch 9266
Loss = 1.7402e-02, PNorm = 486.2527, GNorm = 0.0218, lr_0 = 9.9346e-04
Validation prc-auc = 0.048449
Epoch 9267
Loss = 6.3739e-02, PNorm = 486.2728, GNorm = 0.2936, lr_0 = 9.9346e-04
Validation prc-auc = 0.044044
Epoch 9268
Loss = 7.5422e-03, PNorm = 486.2903, GNorm = 0.2551, lr_0 = 9.9346e-04
Validation prc-auc = 0.043388
Epoch 9269
Loss = 1.7221e-03, PNorm = 486.3099, GNorm = 0.0786, lr_0 = 9.9346e-04
Loss = 1.2461e-02, PNorm = 486.3221, GNorm = 0.9794, lr_0 = 9.9346e-04
Validation prc-auc = 0.043463
Epoch 9270
Loss = 2.9061e-02, PNorm = 486.3352, GNorm = 0.6831, lr_0 = 9.9346e-04
Validation prc-auc = 0.042265
Epoch 9271
Loss = 2.4959e-02, PNorm = 486.3536, GNorm = 0.1290, lr_0 = 9.9346e-04
Validation prc-auc = 0.039334
Epoch 9272
Loss = 8.8766e-02, PNorm = 486.3696, GNorm = 12.7312, lr_0 = 9.9346e-04
Validation prc-auc = 0.050501
Epoch 9273
Loss = 2.6295e-02, PNorm = 486.3999, GNorm = 0.3207, lr_0 = 9.9346e-04
Validation prc-auc = 0.053843
Epoch 9274
Loss = 4.8046e-02, PNorm = 486.4344, GNorm = 1.7332, lr_0 = 9.9346e-04
Validation prc-auc = 0.046661
Epoch 9275
Loss = 1.5850e-02, PNorm = 486.4685, GNorm = 0.4388, lr_0 = 9.9346e-04
Validation prc-auc = 0.049249
Epoch 9276
Loss = 1.6736e-02, PNorm = 486.4963, GNorm = 1.0959, lr_0 = 9.9346e-04
Validation prc-auc = 0.058775
Epoch 9277
Loss = 2.0360e-02, PNorm = 486.5140, GNorm = 1.1859, lr_0 = 9.9346e-04
Validation prc-auc = 0.056747
Epoch 9278
Loss = 4.0380e-02, PNorm = 486.5288, GNorm = 1.3956, lr_0 = 9.9346e-04
Validation prc-auc = 0.054627
Epoch 9279
Loss = 1.3071e-02, PNorm = 486.5480, GNorm = 1.1197, lr_0 = 9.9345e-04
Loss = 4.8027e-02, PNorm = 486.5784, GNorm = 0.4680, lr_0 = 9.9345e-04
Validation prc-auc = 0.054131
Epoch 9280
Loss = 5.0491e-02, PNorm = 486.6069, GNorm = 3.0364, lr_0 = 9.9345e-04
Validation prc-auc = 0.068887
Epoch 9281
Loss = 4.0084e-02, PNorm = 486.6314, GNorm = 0.4356, lr_0 = 9.9345e-04
Validation prc-auc = 0.066471
Epoch 9282
Loss = 3.1315e-02, PNorm = 486.6537, GNorm = 0.2629, lr_0 = 9.9345e-04
Validation prc-auc = 0.066649
Epoch 9283
Loss = 1.0211e-02, PNorm = 486.6676, GNorm = 0.3946, lr_0 = 9.9345e-04
Validation prc-auc = 0.069125
Epoch 9284
Loss = 2.7835e-02, PNorm = 486.6842, GNorm = 1.0602, lr_0 = 9.9345e-04
Validation prc-auc = 0.066372
Epoch 9285
Loss = 1.8519e-02, PNorm = 486.7015, GNorm = 0.1911, lr_0 = 9.9345e-04
Validation prc-auc = 0.063189
Epoch 9286
Loss = 2.8880e-02, PNorm = 486.7146, GNorm = 3.1479, lr_0 = 9.9345e-04
Validation prc-auc = 0.060094
Epoch 9287
Loss = 1.4162e-02, PNorm = 486.7325, GNorm = 1.2849, lr_0 = 9.9345e-04
Validation prc-auc = 0.025739
Epoch 9288
Loss = 5.5820e-02, PNorm = 486.7554, GNorm = 7.4275, lr_0 = 9.9345e-04
Validation prc-auc = 0.023917
Epoch 9289
Loss = 5.5452e-03, PNorm = 486.7877, GNorm = 0.2200, lr_0 = 9.9345e-04
Loss = 3.8162e-02, PNorm = 486.8245, GNorm = 2.3652, lr_0 = 9.9345e-04
Validation prc-auc = 0.027069
Epoch 9290
Loss = 5.3457e-02, PNorm = 486.8593, GNorm = 3.9961, lr_0 = 9.9345e-04
Validation prc-auc = 0.033760
Epoch 9291
Loss = 4.8738e-02, PNorm = 486.8980, GNorm = 0.4857, lr_0 = 9.9344e-04
Validation prc-auc = 0.059614
Epoch 9292
Loss = 7.5841e-02, PNorm = 486.9429, GNorm = 0.1211, lr_0 = 9.9344e-04
Validation prc-auc = 0.062317
Epoch 9293
Loss = 5.1111e-02, PNorm = 486.9833, GNorm = 1.6807, lr_0 = 9.9344e-04
Validation prc-auc = 0.064920
Epoch 9294
Loss = 4.6857e-02, PNorm = 487.0163, GNorm = 1.8884, lr_0 = 9.9344e-04
Validation prc-auc = 0.063273
Epoch 9295
Loss = 1.2309e-02, PNorm = 487.0427, GNorm = 0.1719, lr_0 = 9.9344e-04
Validation prc-auc = 0.049786
Epoch 9296
Loss = 1.7284e-02, PNorm = 487.0790, GNorm = 1.2342, lr_0 = 9.9344e-04
Validation prc-auc = 0.061433
Epoch 9297
Loss = 2.5622e-02, PNorm = 487.1315, GNorm = 1.6041, lr_0 = 9.9344e-04
Validation prc-auc = 0.062274
Epoch 9298
Loss = 2.1914e-02, PNorm = 487.1867, GNorm = 0.0376, lr_0 = 9.9344e-04
Validation prc-auc = 0.029725
Epoch 9299
Loss = 1.5370e-02, PNorm = 487.2316, GNorm = 0.4308, lr_0 = 9.9344e-04
Loss = 1.7338e-02, PNorm = 487.2605, GNorm = 0.3019, lr_0 = 9.9344e-04
Validation prc-auc = 0.037364
Epoch 9300
Loss = 3.3788e-02, PNorm = 487.2834, GNorm = 1.2211, lr_0 = 9.9344e-04
Validation prc-auc = 0.038041
Epoch 9301
Loss = 1.0715e-02, PNorm = 487.3032, GNorm = 0.7164, lr_0 = 9.9344e-04
Validation prc-auc = 0.051654
Epoch 9302
Loss = 1.8048e-02, PNorm = 487.3198, GNorm = 0.3042, lr_0 = 9.9344e-04
Validation prc-auc = 0.054726
Epoch 9303
Loss = 2.1114e-02, PNorm = 487.3354, GNorm = 1.5064, lr_0 = 9.9344e-04
Validation prc-auc = 0.059530
Epoch 9304
Loss = 5.5462e-02, PNorm = 487.3567, GNorm = 4.0420, lr_0 = 9.9344e-04
Validation prc-auc = 0.049293
Epoch 9305
Loss = 3.8472e-02, PNorm = 487.3899, GNorm = 1.5424, lr_0 = 9.9343e-04
Validation prc-auc = 0.040775
Epoch 9306
Loss = 3.5549e-02, PNorm = 487.4209, GNorm = 0.0584, lr_0 = 9.9343e-04
Validation prc-auc = 0.039326
Epoch 9307
Loss = 8.8164e-03, PNorm = 487.4465, GNorm = 0.7110, lr_0 = 9.9343e-04
Validation prc-auc = 0.040213
Epoch 9308
Loss = 1.5874e-01, PNorm = 487.4728, GNorm = 2.2098, lr_0 = 9.9343e-04
Validation prc-auc = 0.033419
Epoch 9309
Loss = 3.2418e-02, PNorm = 487.5110, GNorm = 1.1838, lr_0 = 9.9343e-04
Loss = 7.8932e-02, PNorm = 487.5432, GNorm = 4.6724, lr_0 = 9.9343e-04
Validation prc-auc = 0.034373
Epoch 9310
Loss = 3.2597e-02, PNorm = 487.5705, GNorm = 0.3791, lr_0 = 9.9343e-04
Validation prc-auc = 0.034169
Epoch 9311
Loss = 3.0364e-02, PNorm = 487.5934, GNorm = 0.9257, lr_0 = 9.9343e-04
Validation prc-auc = 0.033516
Epoch 9312
Loss = 3.1100e-02, PNorm = 487.6127, GNorm = 0.8847, lr_0 = 9.9343e-04
Validation prc-auc = 0.030896
Epoch 9313
Loss = 1.0602e-02, PNorm = 487.6265, GNorm = 0.3599, lr_0 = 9.9343e-04
Validation prc-auc = 0.031577
Epoch 9314
Loss = 2.3543e-02, PNorm = 487.6334, GNorm = 0.0677, lr_0 = 9.9343e-04
Validation prc-auc = 0.041797
Epoch 9315
Loss = 5.8200e-02, PNorm = 487.6422, GNorm = 0.1539, lr_0 = 9.9343e-04
Validation prc-auc = 0.038253
Epoch 9316
Loss = 1.7299e-02, PNorm = 487.6551, GNorm = 0.0485, lr_0 = 9.9343e-04
Validation prc-auc = 0.038639
Epoch 9317
Loss = 2.3050e-02, PNorm = 487.6773, GNorm = 0.5495, lr_0 = 9.9343e-04
Validation prc-auc = 0.034437
Epoch 9318
Loss = 1.9361e-02, PNorm = 487.7105, GNorm = 0.2050, lr_0 = 9.9343e-04
Validation prc-auc = 0.035070
Epoch 9319
Loss = 4.4862e-02, PNorm = 487.7387, GNorm = 1.9285, lr_0 = 9.9342e-04
Loss = 7.8065e-02, PNorm = 487.7612, GNorm = 1.4860, lr_0 = 9.9342e-04
Validation prc-auc = 0.038169
Epoch 9320
Loss = 3.9168e-02, PNorm = 487.7877, GNorm = 0.4473, lr_0 = 9.9342e-04
Validation prc-auc = 0.040808
Epoch 9321
Loss = 2.4755e-02, PNorm = 487.8131, GNorm = 0.8293, lr_0 = 9.9342e-04
Validation prc-auc = 0.039180
Epoch 9322
Loss = 1.5345e-02, PNorm = 487.8323, GNorm = 2.3515, lr_0 = 9.9342e-04
Validation prc-auc = 0.040806
Epoch 9323
Loss = 2.0490e-02, PNorm = 487.8594, GNorm = 0.3345, lr_0 = 9.9342e-04
Validation prc-auc = 0.041210
Epoch 9324
Loss = 7.8470e-02, PNorm = 487.8825, GNorm = 1.0701, lr_0 = 9.9342e-04
Validation prc-auc = 0.031348
Epoch 9325
Loss = 1.2022e-02, PNorm = 487.9041, GNorm = 1.4813, lr_0 = 9.9342e-04
Validation prc-auc = 0.042437
Epoch 9326
Loss = 2.2373e-02, PNorm = 487.9264, GNorm = 1.8439, lr_0 = 9.9342e-04
Validation prc-auc = 0.043897
Epoch 9327
Loss = 2.5027e-02, PNorm = 487.9440, GNorm = 0.7460, lr_0 = 9.9342e-04
Validation prc-auc = 0.053028
Epoch 9328
Loss = 9.3775e-02, PNorm = 487.9631, GNorm = 3.1859, lr_0 = 9.9342e-04
Validation prc-auc = 0.058228
Epoch 9329
Loss = 3.2202e-03, PNorm = 487.9903, GNorm = 0.1416, lr_0 = 9.9342e-04
Loss = 3.1766e-02, PNorm = 488.0156, GNorm = 0.6881, lr_0 = 9.9342e-04
Validation prc-auc = 0.061965
Epoch 9330
Loss = 3.8039e-02, PNorm = 488.0388, GNorm = 0.1142, lr_0 = 9.9342e-04
Validation prc-auc = 0.060456
Epoch 9331
Loss = 1.0962e-02, PNorm = 488.0559, GNorm = 0.1347, lr_0 = 9.9341e-04
Validation prc-auc = 0.052857
Epoch 9332
Loss = 3.6759e-02, PNorm = 488.0726, GNorm = 0.3532, lr_0 = 9.9341e-04
Validation prc-auc = 0.060874
Epoch 9333
Loss = 2.1338e-02, PNorm = 488.1005, GNorm = 0.1376, lr_0 = 9.9341e-04
Validation prc-auc = 0.059888
Epoch 9334
Loss = 9.2591e-03, PNorm = 488.1278, GNorm = 2.3989, lr_0 = 9.9341e-04
Validation prc-auc = 0.051281
Epoch 9335
Loss = 1.3627e-02, PNorm = 488.1491, GNorm = 1.4645, lr_0 = 9.9341e-04
Validation prc-auc = 0.052073
Epoch 9336
Loss = 4.1413e-02, PNorm = 488.1681, GNorm = 0.0627, lr_0 = 9.9341e-04
Validation prc-auc = 0.052243
Epoch 9337
Loss = 2.8524e-03, PNorm = 488.1944, GNorm = 0.6628, lr_0 = 9.9341e-04
Validation prc-auc = 0.060030
Epoch 9338
Loss = 1.5340e-02, PNorm = 488.2172, GNorm = 0.9799, lr_0 = 9.9341e-04
Validation prc-auc = 0.060651
Epoch 9339
Loss = 8.8809e-03, PNorm = 488.2379, GNorm = 0.5528, lr_0 = 9.9341e-04
Loss = 5.2808e-02, PNorm = 488.2587, GNorm = 0.5365, lr_0 = 9.9341e-04
Validation prc-auc = 0.062054
Epoch 9340
Loss = 5.1515e-02, PNorm = 488.2882, GNorm = 1.9284, lr_0 = 9.9341e-04
Validation prc-auc = 0.069472
Epoch 9341
Loss = 2.3152e-02, PNorm = 488.3126, GNorm = 0.8182, lr_0 = 9.9341e-04
Validation prc-auc = 0.062190
Epoch 9342
Loss = 8.5117e-02, PNorm = 488.3385, GNorm = 3.8201, lr_0 = 9.9341e-04
Validation prc-auc = 0.056052
Epoch 9343
Loss = 1.4260e-02, PNorm = 488.3816, GNorm = 0.3536, lr_0 = 9.9341e-04
Validation prc-auc = 0.052983
Epoch 9344
Loss = 1.1280e-02, PNorm = 488.4145, GNorm = 0.2468, lr_0 = 9.9341e-04
Validation prc-auc = 0.050746
Epoch 9345
Loss = 7.1066e-02, PNorm = 488.4337, GNorm = 8.8886, lr_0 = 9.9340e-04
Validation prc-auc = 0.049306
Epoch 9346
Loss = 5.9436e-02, PNorm = 488.4532, GNorm = 0.9250, lr_0 = 9.9340e-04
Validation prc-auc = 0.049875
Epoch 9347
Loss = 1.3785e-02, PNorm = 488.4793, GNorm = 0.5199, lr_0 = 9.9340e-04
Validation prc-auc = 0.051683
Epoch 9348
Loss = 1.1292e-02, PNorm = 488.5015, GNorm = 0.2062, lr_0 = 9.9340e-04
Validation prc-auc = 0.043932
Epoch 9349
Loss = 3.8568e-03, PNorm = 488.5224, GNorm = 0.1384, lr_0 = 9.9340e-04
Loss = 1.8033e-02, PNorm = 488.5370, GNorm = 1.1571, lr_0 = 9.9340e-04
Validation prc-auc = 0.040257
Epoch 9350
Loss = 5.6238e-02, PNorm = 488.5561, GNorm = 0.1558, lr_0 = 9.9340e-04
Validation prc-auc = 0.040079
Epoch 9351
Loss = 3.0524e-02, PNorm = 488.5821, GNorm = 1.7523, lr_0 = 9.9340e-04
Validation prc-auc = 0.028195
Epoch 9352
Loss = 2.5250e-02, PNorm = 488.6064, GNorm = 1.1512, lr_0 = 9.9340e-04
Validation prc-auc = 0.029012
Epoch 9353
Loss = 3.9319e-02, PNorm = 488.6307, GNorm = 2.3334, lr_0 = 9.9340e-04
Validation prc-auc = 0.027966
Epoch 9354
Loss = 5.2144e-02, PNorm = 488.6540, GNorm = 1.9965, lr_0 = 9.9340e-04
Validation prc-auc = 0.025486
Epoch 9355
Loss = 5.7558e-02, PNorm = 488.6766, GNorm = 2.0112, lr_0 = 9.9340e-04
Validation prc-auc = 0.023330
Epoch 9356
Loss = 6.2420e-02, PNorm = 488.7010, GNorm = 3.7098, lr_0 = 9.9340e-04
Validation prc-auc = 0.022909
Epoch 9357
Loss = 5.4325e-02, PNorm = 488.7327, GNorm = 0.1376, lr_0 = 9.9340e-04
Validation prc-auc = 0.021312
Epoch 9358
Loss = 1.9715e-02, PNorm = 488.7652, GNorm = 0.5677, lr_0 = 9.9339e-04
Validation prc-auc = 0.023440
Epoch 9359
Loss = 8.4871e-03, PNorm = 488.8010, GNorm = 0.4211, lr_0 = 9.9339e-04
Loss = 3.7386e-02, PNorm = 488.8329, GNorm = 0.0651, lr_0 = 9.9339e-04
Validation prc-auc = 0.031192
Epoch 9360
Loss = 3.5782e-02, PNorm = 488.8566, GNorm = 0.1401, lr_0 = 9.9339e-04
Validation prc-auc = 0.027058
Epoch 9361
Loss = 3.9241e-02, PNorm = 488.8779, GNorm = 0.2520, lr_0 = 9.9339e-04
Validation prc-auc = 0.033971
Epoch 9362
Loss = 2.5706e-02, PNorm = 488.9008, GNorm = 1.7191, lr_0 = 9.9339e-04
Validation prc-auc = 0.034931
Epoch 9363
Loss = 1.6604e-02, PNorm = 488.9189, GNorm = 0.1386, lr_0 = 9.9339e-04
Validation prc-auc = 0.041156
Epoch 9364
Loss = 4.2892e-02, PNorm = 488.9339, GNorm = 0.0306, lr_0 = 9.9339e-04
Validation prc-auc = 0.047619
Epoch 9365
Loss = 1.0493e-02, PNorm = 488.9522, GNorm = 0.3067, lr_0 = 9.9339e-04
Validation prc-auc = 0.045923
Epoch 9366
Loss = 4.0093e-02, PNorm = 488.9732, GNorm = 0.2175, lr_0 = 9.9339e-04
Validation prc-auc = 0.047698
Epoch 9367
Loss = 1.6096e-02, PNorm = 488.9940, GNorm = 3.2237, lr_0 = 9.9339e-04
Validation prc-auc = 0.057322
Epoch 9368
Loss = 5.1314e-03, PNorm = 489.0171, GNorm = 0.0871, lr_0 = 9.9339e-04
Validation prc-auc = 0.055443
Epoch 9369
Loss = 6.4351e-02, PNorm = 489.0502, GNorm = 2.0372, lr_0 = 9.9339e-04
Loss = 3.5092e-02, PNorm = 489.0848, GNorm = 0.7939, lr_0 = 9.9339e-04
Validation prc-auc = 0.062102
Epoch 9370
Loss = 3.2476e-02, PNorm = 489.1112, GNorm = 1.1398, lr_0 = 9.9339e-04
Validation prc-auc = 0.055025
Epoch 9371
Loss = 2.3753e-02, PNorm = 489.1360, GNorm = 0.3130, lr_0 = 9.9338e-04
Validation prc-auc = 0.054399
Epoch 9372
Loss = 1.6482e-02, PNorm = 489.1564, GNorm = 0.1163, lr_0 = 9.9338e-04
Validation prc-auc = 0.063761
Epoch 9373
Loss = 8.1160e-03, PNorm = 489.1710, GNorm = 0.2725, lr_0 = 9.9338e-04
Validation prc-auc = 0.063314
Epoch 9374
Loss = 1.4709e-02, PNorm = 489.1840, GNorm = 0.6778, lr_0 = 9.9338e-04
Validation prc-auc = 0.063252
Epoch 9375
Loss = 1.2192e-02, PNorm = 489.1958, GNorm = 1.5611, lr_0 = 9.9338e-04
Validation prc-auc = 0.063585
Epoch 9376
Loss = 3.4385e-02, PNorm = 489.2079, GNorm = 1.8954, lr_0 = 9.9338e-04
Validation prc-auc = 0.058307
Epoch 9377
Loss = 8.5693e-03, PNorm = 489.2322, GNorm = 0.1137, lr_0 = 9.9338e-04
Validation prc-auc = 0.051446
Epoch 9378
Loss = 7.8550e-03, PNorm = 489.2728, GNorm = 0.2564, lr_0 = 9.9338e-04
Validation prc-auc = 0.036684
Epoch 9379
Loss = 1.0459e-02, PNorm = 489.3087, GNorm = 1.2545, lr_0 = 9.9338e-04
Loss = 6.5205e-02, PNorm = 489.3383, GNorm = 1.2517, lr_0 = 9.9338e-04
Validation prc-auc = 0.032852
Epoch 9380
Loss = 2.4090e-02, PNorm = 489.3682, GNorm = 1.6616, lr_0 = 9.9338e-04
Validation prc-auc = 0.040500
Epoch 9381
Loss = 3.4246e-02, PNorm = 489.3947, GNorm = 0.2362, lr_0 = 9.9338e-04
Validation prc-auc = 0.059011
Epoch 9382
Loss = 4.0369e-02, PNorm = 489.4254, GNorm = 0.3421, lr_0 = 9.9338e-04
Validation prc-auc = 0.065265
Epoch 9383
Loss = 5.2147e-02, PNorm = 489.4494, GNorm = 4.3871, lr_0 = 9.9338e-04
Validation prc-auc = 0.067816
Epoch 9384
Loss = 1.3045e-02, PNorm = 489.4807, GNorm = 2.8345, lr_0 = 9.9338e-04
Validation prc-auc = 0.067496
Epoch 9385
Loss = 3.8116e-02, PNorm = 489.5075, GNorm = 1.6577, lr_0 = 9.9337e-04
Validation prc-auc = 0.057700
Epoch 9386
Loss = 3.7205e-02, PNorm = 489.5286, GNorm = 0.1031, lr_0 = 9.9337e-04
Validation prc-auc = 0.054023
Epoch 9387
Loss = 3.0962e-02, PNorm = 489.5504, GNorm = 0.3727, lr_0 = 9.9337e-04
Validation prc-auc = 0.050086
Epoch 9388
Loss = 1.7560e-01, PNorm = 489.5707, GNorm = 3.8157, lr_0 = 9.9337e-04
Validation prc-auc = 0.044806
Epoch 9389
Loss = 1.2303e-02, PNorm = 489.5969, GNorm = 0.6066, lr_0 = 9.9337e-04
Loss = 3.8370e-02, PNorm = 489.6233, GNorm = 0.9377, lr_0 = 9.9337e-04
Validation prc-auc = 0.048848
Epoch 9390
Loss = 4.4173e-02, PNorm = 489.6497, GNorm = 1.3144, lr_0 = 9.9337e-04
Validation prc-auc = 0.043371
Epoch 9391
Loss = 2.2011e-02, PNorm = 489.6721, GNorm = 1.8035, lr_0 = 9.9337e-04
Validation prc-auc = 0.045822
Epoch 9392
Loss = 4.0784e-02, PNorm = 489.6911, GNorm = 0.0734, lr_0 = 9.9337e-04
Validation prc-auc = 0.043105
Epoch 9393
Loss = 2.1399e-02, PNorm = 489.7131, GNorm = 1.4609, lr_0 = 9.9337e-04
Validation prc-auc = 0.047295
Epoch 9394
Loss = 8.5154e-02, PNorm = 489.7385, GNorm = 2.8084, lr_0 = 9.9337e-04
Validation prc-auc = 0.041413
Epoch 9395
Loss = 1.5580e-02, PNorm = 489.7662, GNorm = 0.2113, lr_0 = 9.9337e-04
Validation prc-auc = 0.036960
Epoch 9396
Loss = 9.4097e-02, PNorm = 489.7936, GNorm = 0.1584, lr_0 = 9.9337e-04
Validation prc-auc = 0.034672
Epoch 9397
Loss = 4.7068e-02, PNorm = 489.8236, GNorm = 2.4793, lr_0 = 9.9337e-04
Validation prc-auc = 0.036887
Epoch 9398
Loss = 3.6378e-02, PNorm = 489.8506, GNorm = 0.9627, lr_0 = 9.9336e-04
Validation prc-auc = 0.043195
Epoch 9399
Loss = 4.7749e-03, PNorm = 489.8767, GNorm = 0.1836, lr_0 = 9.9336e-04
Loss = 3.2148e-02, PNorm = 489.9018, GNorm = 0.7548, lr_0 = 9.9336e-04
Validation prc-auc = 0.039132
Epoch 9400
Loss = 5.1521e-02, PNorm = 489.9228, GNorm = 0.6996, lr_0 = 9.9336e-04
Validation prc-auc = 0.037537
Epoch 9401
Loss = 3.9474e-02, PNorm = 489.9465, GNorm = 0.0867, lr_0 = 9.9336e-04
Validation prc-auc = 0.034872
Epoch 9402
Loss = 5.0132e-02, PNorm = 489.9762, GNorm = 2.6311, lr_0 = 9.9336e-04
Validation prc-auc = 0.020878
Epoch 9403
Loss = 3.2470e-02, PNorm = 490.0135, GNorm = 0.9301, lr_0 = 9.9336e-04
Validation prc-auc = 0.021963
Epoch 9404
Loss = 4.2869e-02, PNorm = 490.0477, GNorm = 0.1957, lr_0 = 9.9336e-04
Validation prc-auc = 0.030627
Epoch 9405
Loss = 3.9228e-02, PNorm = 490.0825, GNorm = 1.8775, lr_0 = 9.9336e-04
Validation prc-auc = 0.027808
Epoch 9406
Loss = 1.5587e-02, PNorm = 490.1115, GNorm = 0.6783, lr_0 = 9.9336e-04
Validation prc-auc = 0.026924
Epoch 9407
Loss = 4.9439e-02, PNorm = 490.1312, GNorm = 0.0600, lr_0 = 9.9336e-04
Validation prc-auc = 0.027653
Epoch 9408
Loss = 9.1004e-02, PNorm = 490.1515, GNorm = 1.4221, lr_0 = 9.9336e-04
Validation prc-auc = 0.030764
Epoch 9409
Loss = 9.6819e-02, PNorm = 490.1754, GNorm = 3.5593, lr_0 = 9.9336e-04
Loss = 2.2145e-02, PNorm = 490.2041, GNorm = 0.0906, lr_0 = 9.9336e-04
Validation prc-auc = 0.050956
Epoch 9410
Loss = 3.5200e-02, PNorm = 490.2396, GNorm = 2.4910, lr_0 = 9.9336e-04
Validation prc-auc = 0.061795
Epoch 9411
Loss = 7.4416e-02, PNorm = 490.2748, GNorm = 6.1450, lr_0 = 9.9335e-04
Validation prc-auc = 0.061038
Epoch 9412
Loss = 2.1733e-02, PNorm = 490.3111, GNorm = 2.3079, lr_0 = 9.9335e-04
Validation prc-auc = 0.065840
Epoch 9413
Loss = 1.4614e-02, PNorm = 490.3373, GNorm = 0.6613, lr_0 = 9.9335e-04
Validation prc-auc = 0.064107
Epoch 9414
Loss = 1.8083e-02, PNorm = 490.3555, GNorm = 0.6695, lr_0 = 9.9335e-04
Validation prc-auc = 0.067534
Epoch 9415
Loss = 6.0407e-02, PNorm = 490.3719, GNorm = 3.2982, lr_0 = 9.9335e-04
Validation prc-auc = 0.061895
Epoch 9416
Loss = 5.1053e-02, PNorm = 490.3946, GNorm = 0.0591, lr_0 = 9.9335e-04
Validation prc-auc = 0.063731
Epoch 9417
Loss = 6.4064e-02, PNorm = 490.4273, GNorm = 3.7218, lr_0 = 9.9335e-04
Validation prc-auc = 0.061650
Epoch 9418
Loss = 1.5379e-02, PNorm = 490.4606, GNorm = 0.7211, lr_0 = 9.9335e-04
Validation prc-auc = 0.061686
Epoch 9419
Loss = 2.0212e-03, PNorm = 490.4920, GNorm = 0.0911, lr_0 = 9.9335e-04
Loss = 3.8086e-02, PNorm = 490.5197, GNorm = 1.7343, lr_0 = 9.9335e-04
Validation prc-auc = 0.054500
Epoch 9420
Loss = 4.1048e-02, PNorm = 490.5445, GNorm = 4.5846, lr_0 = 9.9335e-04
Validation prc-auc = 0.053298
Epoch 9421
Loss = 2.0847e-02, PNorm = 490.5716, GNorm = 0.0908, lr_0 = 9.9335e-04
Validation prc-auc = 0.053769
Epoch 9422
Loss = 1.7339e-02, PNorm = 490.5925, GNorm = 1.1426, lr_0 = 9.9335e-04
Validation prc-auc = 0.042049
Epoch 9423
Loss = 8.9241e-02, PNorm = 490.6151, GNorm = 0.2699, lr_0 = 9.9335e-04
Validation prc-auc = 0.039192
Epoch 9424
Loss = 1.8902e-02, PNorm = 490.6480, GNorm = 1.2970, lr_0 = 9.9335e-04
Validation prc-auc = 0.039215
Epoch 9425
Loss = 4.4027e-02, PNorm = 490.6730, GNorm = 0.4645, lr_0 = 9.9334e-04
Validation prc-auc = 0.033873
Epoch 9426
Loss = 1.6883e-02, PNorm = 490.6983, GNorm = 0.0864, lr_0 = 9.9334e-04
Validation prc-auc = 0.041494
Epoch 9427
Loss = 3.3824e-02, PNorm = 490.7254, GNorm = 0.4110, lr_0 = 9.9334e-04
Validation prc-auc = 0.043888
Epoch 9428
Loss = 5.2576e-02, PNorm = 490.7487, GNorm = 1.8427, lr_0 = 9.9334e-04
Validation prc-auc = 0.050641
Epoch 9429
Loss = 1.2773e-02, PNorm = 490.7687, GNorm = 0.4393, lr_0 = 9.9334e-04
Loss = 2.0391e-02, PNorm = 490.7850, GNorm = 0.2354, lr_0 = 9.9334e-04
Validation prc-auc = 0.050552
Epoch 9430
Loss = 1.1930e-02, PNorm = 490.8009, GNorm = 1.4315, lr_0 = 9.9334e-04
Validation prc-auc = 0.053780
Epoch 9431
Loss = 1.8370e-02, PNorm = 490.8147, GNorm = 1.1993, lr_0 = 9.9334e-04
Validation prc-auc = 0.067510
Epoch 9432
Loss = 3.3168e-02, PNorm = 490.8315, GNorm = 0.1441, lr_0 = 9.9334e-04
Validation prc-auc = 0.063118
Epoch 9433
Loss = 1.6879e-02, PNorm = 490.8471, GNorm = 0.1531, lr_0 = 9.9334e-04
Validation prc-auc = 0.064479
Epoch 9434
Loss = 2.9081e-02, PNorm = 490.8628, GNorm = 1.7627, lr_0 = 9.9334e-04
Validation prc-auc = 0.052492
Epoch 9435
Loss = 3.6085e-02, PNorm = 490.8825, GNorm = 0.2697, lr_0 = 9.9334e-04
Validation prc-auc = 0.046886
Epoch 9436
Loss = 4.2662e-02, PNorm = 490.9096, GNorm = 0.6949, lr_0 = 9.9334e-04
Validation prc-auc = 0.047435
Epoch 9437
Loss = 7.1769e-03, PNorm = 490.9344, GNorm = 0.3377, lr_0 = 9.9334e-04
Validation prc-auc = 0.045147
Epoch 9438
Loss = 1.0839e-01, PNorm = 490.9553, GNorm = 0.2119, lr_0 = 9.9333e-04
Validation prc-auc = 0.046352
Epoch 9439
Loss = 4.4783e-02, PNorm = 490.9713, GNorm = 1.4806, lr_0 = 9.9333e-04
Loss = 8.9211e-02, PNorm = 490.9890, GNorm = 1.6370, lr_0 = 9.9333e-04
Validation prc-auc = 0.046163
Epoch 9440
Loss = 4.5708e-02, PNorm = 491.0227, GNorm = 0.3661, lr_0 = 9.9333e-04
Validation prc-auc = 0.046389
Epoch 9441
Loss = 5.5024e-02, PNorm = 491.0586, GNorm = 0.3423, lr_0 = 9.9333e-04
Validation prc-auc = 0.044667
Epoch 9442
Loss = 5.8361e-02, PNorm = 491.0932, GNorm = 0.2964, lr_0 = 9.9333e-04
Validation prc-auc = 0.051085
Epoch 9443
Loss = 3.0750e-02, PNorm = 491.1271, GNorm = 1.6357, lr_0 = 9.9333e-04
Validation prc-auc = 0.045391
Epoch 9444
Loss = 1.2432e-02, PNorm = 491.1580, GNorm = 1.8145, lr_0 = 9.9333e-04
Validation prc-auc = 0.044999
Epoch 9445
Loss = 3.5665e-02, PNorm = 491.1833, GNorm = 2.0219, lr_0 = 9.9333e-04
Validation prc-auc = 0.041937
Epoch 9446
Loss = 3.9032e-02, PNorm = 491.2114, GNorm = 1.1957, lr_0 = 9.9333e-04
Validation prc-auc = 0.032275
Epoch 9447
Loss = 3.1289e-02, PNorm = 491.2359, GNorm = 0.3264, lr_0 = 9.9333e-04
Validation prc-auc = 0.044207
Epoch 9448
Loss = 4.2191e-03, PNorm = 491.2582, GNorm = 0.1711, lr_0 = 9.9333e-04
Validation prc-auc = 0.042708
Epoch 9449
Loss = 5.1733e-03, PNorm = 491.2777, GNorm = 0.5841, lr_0 = 9.9333e-04
Loss = 1.2654e-02, PNorm = 491.2958, GNorm = 1.7489, lr_0 = 9.9333e-04
Validation prc-auc = 0.039602
Epoch 9450
Loss = 2.1066e-02, PNorm = 491.3100, GNorm = 1.4552, lr_0 = 9.9333e-04
Validation prc-auc = 0.049633
Epoch 9451
Loss = 4.5626e-02, PNorm = 491.3332, GNorm = 0.1147, lr_0 = 9.9332e-04
Validation prc-auc = 0.044681
Epoch 9452
Loss = 6.4422e-02, PNorm = 491.3666, GNorm = 1.7443, lr_0 = 9.9332e-04
Validation prc-auc = 0.051366
Epoch 9453
Loss = 3.5212e-02, PNorm = 491.3944, GNorm = 1.4116, lr_0 = 9.9332e-04
Validation prc-auc = 0.043186
Epoch 9454
Loss = 1.0292e-01, PNorm = 491.4264, GNorm = 0.4116, lr_0 = 9.9332e-04
Validation prc-auc = 0.048445
Epoch 9455
Loss = 2.5290e-02, PNorm = 491.4588, GNorm = 0.1196, lr_0 = 9.9332e-04
Validation prc-auc = 0.052117
Epoch 9456
Loss = 1.5361e-02, PNorm = 491.4849, GNorm = 1.1066, lr_0 = 9.9332e-04
Validation prc-auc = 0.044144
Epoch 9457
Loss = 4.4508e-02, PNorm = 491.5066, GNorm = 0.9123, lr_0 = 9.9332e-04
Validation prc-auc = 0.043025
Epoch 9458
Loss = 2.3495e-02, PNorm = 491.5328, GNorm = 1.6680, lr_0 = 9.9332e-04
Validation prc-auc = 0.038545
Epoch 9459
Loss = 8.9411e-02, PNorm = 491.5603, GNorm = 2.5884, lr_0 = 9.9332e-04
Loss = 1.6734e-02, PNorm = 491.5914, GNorm = 0.1588, lr_0 = 9.9332e-04
Validation prc-auc = 0.045186
Epoch 9460
Loss = 4.9488e-02, PNorm = 491.6186, GNorm = 6.2660, lr_0 = 9.9332e-04
Validation prc-auc = 0.051315
Epoch 9461
Loss = 4.3788e-02, PNorm = 491.6536, GNorm = 0.7954, lr_0 = 9.9332e-04
Validation prc-auc = 0.050503
Epoch 9462
Loss = 1.4638e-02, PNorm = 491.6811, GNorm = 0.7180, lr_0 = 9.9332e-04
Validation prc-auc = 0.055518
Epoch 9463
Loss = 2.2532e-02, PNorm = 491.7027, GNorm = 0.2516, lr_0 = 9.9332e-04
Validation prc-auc = 0.055750
Epoch 9464
Loss = 2.6061e-02, PNorm = 491.7222, GNorm = 0.2634, lr_0 = 9.9331e-04
Validation prc-auc = 0.061980
Epoch 9465
Loss = 3.1812e-02, PNorm = 491.7501, GNorm = 0.8968, lr_0 = 9.9331e-04
Validation prc-auc = 0.060945
Epoch 9466
Loss = 4.3846e-02, PNorm = 491.7780, GNorm = 0.5220, lr_0 = 9.9331e-04
Validation prc-auc = 0.056663
Epoch 9467
Loss = 4.4587e-02, PNorm = 491.8012, GNorm = 0.5223, lr_0 = 9.9331e-04
Validation prc-auc = 0.066465
Epoch 9468
Loss = 5.2828e-02, PNorm = 491.8181, GNorm = 2.0454, lr_0 = 9.9331e-04
Validation prc-auc = 0.063348
Epoch 9469
Loss = 1.8043e-02, PNorm = 491.8401, GNorm = 1.1309, lr_0 = 9.9331e-04
Loss = 5.1906e-02, PNorm = 491.8589, GNorm = 0.1007, lr_0 = 9.9331e-04
Validation prc-auc = 0.057480
Epoch 9470
Loss = 1.9328e-02, PNorm = 491.8791, GNorm = 2.2682, lr_0 = 9.9331e-04
Validation prc-auc = 0.057678
Epoch 9471
Loss = 3.3048e-02, PNorm = 491.8970, GNorm = 0.1829, lr_0 = 9.9331e-04
Validation prc-auc = 0.063981
Epoch 9472
Loss = 2.9877e-02, PNorm = 491.9247, GNorm = 0.1133, lr_0 = 9.9331e-04
Validation prc-auc = 0.068544
Epoch 9473
Loss = 1.1078e-02, PNorm = 491.9484, GNorm = 0.7245, lr_0 = 9.9331e-04
Validation prc-auc = 0.066879
Epoch 9474
Loss = 8.1958e-03, PNorm = 491.9648, GNorm = 0.1341, lr_0 = 9.9331e-04
Validation prc-auc = 0.072232
Epoch 9475
Loss = 5.8209e-03, PNorm = 491.9784, GNorm = 0.1192, lr_0 = 9.9331e-04
Validation prc-auc = 0.069040
Epoch 9476
Loss = 3.7687e-02, PNorm = 491.9928, GNorm = 0.1243, lr_0 = 9.9331e-04
Validation prc-auc = 0.067092
Epoch 9477
Loss = 1.1307e-02, PNorm = 492.0080, GNorm = 1.4470, lr_0 = 9.9331e-04
Validation prc-auc = 0.066204
Epoch 9478
Loss = 2.4798e-02, PNorm = 492.0254, GNorm = 0.1141, lr_0 = 9.9330e-04
Validation prc-auc = 0.059888
Epoch 9479
Loss = 1.0657e-01, PNorm = 492.0480, GNorm = 3.9539, lr_0 = 9.9330e-04
Loss = 4.4409e-02, PNorm = 492.0806, GNorm = 0.3682, lr_0 = 9.9330e-04
Validation prc-auc = 0.061403
Epoch 9480
Loss = 1.0581e-02, PNorm = 492.1051, GNorm = 2.0585, lr_0 = 9.9330e-04
Validation prc-auc = 0.060636
Epoch 9481
Loss = 1.9616e-02, PNorm = 492.1240, GNorm = 1.9622, lr_0 = 9.9330e-04
Validation prc-auc = 0.062103
Epoch 9482
Loss = 2.6815e-02, PNorm = 492.1416, GNorm = 0.1652, lr_0 = 9.9330e-04
Validation prc-auc = 0.063998
Epoch 9483
Loss = 3.1437e-02, PNorm = 492.1615, GNorm = 2.1478, lr_0 = 9.9330e-04
Validation prc-auc = 0.062206
Epoch 9484
Loss = 5.3591e-02, PNorm = 492.1846, GNorm = 1.3688, lr_0 = 9.9330e-04
Validation prc-auc = 0.055934
Epoch 9485
Loss = 6.8482e-03, PNorm = 492.2101, GNorm = 1.4102, lr_0 = 9.9330e-04
Validation prc-auc = 0.043048
Epoch 9486
Loss = 2.2436e-02, PNorm = 492.2318, GNorm = 0.2530, lr_0 = 9.9330e-04
Validation prc-auc = 0.038116
Epoch 9487
Loss = 2.0060e-02, PNorm = 492.2468, GNorm = 1.4259, lr_0 = 9.9330e-04
Validation prc-auc = 0.048760
Epoch 9488
Loss = 8.0039e-03, PNorm = 492.2656, GNorm = 0.4657, lr_0 = 9.9330e-04
Validation prc-auc = 0.046860
Epoch 9489
Loss = 1.6037e-03, PNorm = 492.2901, GNorm = 0.0793, lr_0 = 9.9330e-04
Loss = 1.4362e-02, PNorm = 492.3109, GNorm = 0.0650, lr_0 = 9.9330e-04
Validation prc-auc = 0.045352
Epoch 9490
Loss = 5.9225e-02, PNorm = 492.3276, GNorm = 0.8556, lr_0 = 9.9330e-04
Validation prc-auc = 0.052291
Epoch 9491
Loss = 6.3093e-02, PNorm = 492.3575, GNorm = 1.0019, lr_0 = 9.9329e-04
Validation prc-auc = 0.056325
Epoch 9492
Loss = 7.2987e-02, PNorm = 492.3880, GNorm = 0.9798, lr_0 = 9.9329e-04
Validation prc-auc = 0.041753
Epoch 9493
Loss = 2.9390e-02, PNorm = 492.4240, GNorm = 0.4020, lr_0 = 9.9329e-04
Validation prc-auc = 0.049558
Epoch 9494
Loss = 4.7816e-02, PNorm = 492.4551, GNorm = 0.4524, lr_0 = 9.9329e-04
Validation prc-auc = 0.054428
Epoch 9495
Loss = 1.5207e-02, PNorm = 492.4829, GNorm = 0.0778, lr_0 = 9.9329e-04
Validation prc-auc = 0.061565
Epoch 9496
Loss = 1.0125e-02, PNorm = 492.4994, GNorm = 0.0771, lr_0 = 9.9329e-04
Validation prc-auc = 0.060895
Epoch 9497
Loss = 6.5849e-03, PNorm = 492.5151, GNorm = 0.1174, lr_0 = 9.9329e-04
Validation prc-auc = 0.063488
Epoch 9498
Loss = 1.3542e-01, PNorm = 492.5280, GNorm = 0.4449, lr_0 = 9.9329e-04
Validation prc-auc = 0.058437
Epoch 9499
Loss = 2.0638e-02, PNorm = 492.5412, GNorm = 0.9140, lr_0 = 9.9329e-04
Loss = 2.2398e-02, PNorm = 492.5560, GNorm = 2.3125, lr_0 = 9.9329e-04
Validation prc-auc = 0.056600
Epoch 9500
Loss = 3.7210e-02, PNorm = 492.5754, GNorm = 1.6042, lr_0 = 9.9329e-04
Validation prc-auc = 0.055956
Epoch 9501
Loss = 2.6349e-02, PNorm = 492.5930, GNorm = 1.5516, lr_0 = 9.9329e-04
Validation prc-auc = 0.058047
Epoch 9502
Loss = 7.5595e-03, PNorm = 492.6079, GNorm = 0.5704, lr_0 = 9.9329e-04
Validation prc-auc = 0.058039
Epoch 9503
Loss = 2.2316e-02, PNorm = 492.6214, GNorm = 0.6885, lr_0 = 9.9329e-04
Validation prc-auc = 0.065119
Epoch 9504
Loss = 6.0691e-02, PNorm = 492.6402, GNorm = 2.7263, lr_0 = 9.9328e-04
Validation prc-auc = 0.059749
Epoch 9505
Loss = 1.1561e-02, PNorm = 492.6633, GNorm = 0.5846, lr_0 = 9.9328e-04
Validation prc-auc = 0.059374
Epoch 9506
Loss = 5.6751e-02, PNorm = 492.6862, GNorm = 2.7583, lr_0 = 9.9328e-04
Validation prc-auc = 0.055252
Epoch 9507
Loss = 1.7052e-02, PNorm = 492.7141, GNorm = 1.3784, lr_0 = 9.9328e-04
Validation prc-auc = 0.046390
Epoch 9508
Loss = 4.1367e-02, PNorm = 492.7449, GNorm = 1.1895, lr_0 = 9.9328e-04
Validation prc-auc = 0.043649
Epoch 9509
Loss = 3.4266e-02, PNorm = 492.7675, GNorm = 1.1161, lr_0 = 9.9328e-04
Loss = 1.4996e-02, PNorm = 492.7832, GNorm = 0.8014, lr_0 = 9.9328e-04
Validation prc-auc = 0.051368
Epoch 9510
Loss = 2.7379e-02, PNorm = 492.7946, GNorm = 2.7422, lr_0 = 9.9328e-04
Validation prc-auc = 0.048984
Epoch 9511
Loss = 2.8910e-02, PNorm = 492.8111, GNorm = 0.6886, lr_0 = 9.9328e-04
Validation prc-auc = 0.049417
Epoch 9512
Loss = 2.7650e-02, PNorm = 492.8349, GNorm = 3.5423, lr_0 = 9.9328e-04
Validation prc-auc = 0.056066
Epoch 9513
Loss = 3.6597e-02, PNorm = 492.8650, GNorm = 1.8038, lr_0 = 9.9328e-04
Validation prc-auc = 0.048599
Epoch 9514
Loss = 1.3360e-02, PNorm = 492.8914, GNorm = 1.0284, lr_0 = 9.9328e-04
Validation prc-auc = 0.047739
Epoch 9515
Loss = 1.0632e-01, PNorm = 492.9119, GNorm = 2.3557, lr_0 = 9.9328e-04
Validation prc-auc = 0.049508
Epoch 9516
Loss = 1.3360e-02, PNorm = 492.9463, GNorm = 0.2050, lr_0 = 9.9328e-04
Validation prc-auc = 0.056665
Epoch 9517
Loss = 2.7363e-02, PNorm = 492.9718, GNorm = 0.7727, lr_0 = 9.9328e-04
Validation prc-auc = 0.058252
Epoch 9518
Loss = 1.3729e-02, PNorm = 492.9944, GNorm = 0.6041, lr_0 = 9.9327e-04
Validation prc-auc = 0.057401
Epoch 9519
Loss = 2.9032e-03, PNorm = 493.0155, GNorm = 0.1020, lr_0 = 9.9327e-04
Loss = 1.1026e-02, PNorm = 493.0364, GNorm = 0.2238, lr_0 = 9.9327e-04
Validation prc-auc = 0.062416
Epoch 9520
Loss = 4.5665e-02, PNorm = 493.0576, GNorm = 0.4611, lr_0 = 9.9327e-04
Validation prc-auc = 0.062703
Epoch 9521
Loss = 4.9999e-02, PNorm = 493.0869, GNorm = 1.7538, lr_0 = 9.9327e-04
Validation prc-auc = 0.065025
Epoch 9522
Loss = 3.4279e-02, PNorm = 493.1220, GNorm = 0.4054, lr_0 = 9.9327e-04
Validation prc-auc = 0.067601
Epoch 9523
Loss = 2.0076e-02, PNorm = 493.1536, GNorm = 0.0112, lr_0 = 9.9327e-04
Validation prc-auc = 0.070382
Epoch 9524
Loss = 3.0574e-02, PNorm = 493.1856, GNorm = 0.0665, lr_0 = 9.9327e-04
Validation prc-auc = 0.068912
Epoch 9525
Loss = 2.4403e-02, PNorm = 493.2138, GNorm = 3.1704, lr_0 = 9.9327e-04
Validation prc-auc = 0.069241
Epoch 9526
Loss = 2.5179e-02, PNorm = 493.2382, GNorm = 0.7255, lr_0 = 9.9327e-04
Validation prc-auc = 0.062254
Epoch 9527
Loss = 3.1777e-02, PNorm = 493.2592, GNorm = 2.1226, lr_0 = 9.9327e-04
Validation prc-auc = 0.061645
Epoch 9528
Loss = 1.3383e-02, PNorm = 493.2804, GNorm = 0.5434, lr_0 = 9.9327e-04
Validation prc-auc = 0.063200
Epoch 9529
Loss = 6.0252e-02, PNorm = 493.3053, GNorm = 1.4462, lr_0 = 9.9327e-04
Loss = 1.0749e-01, PNorm = 493.3352, GNorm = 0.1273, lr_0 = 9.9327e-04
Validation prc-auc = 0.049023
Epoch 9530
Loss = 4.0192e-02, PNorm = 493.3677, GNorm = 0.8517, lr_0 = 9.9327e-04
Validation prc-auc = 0.038521
Epoch 9531
Loss = 2.4579e-02, PNorm = 493.3912, GNorm = 0.3249, lr_0 = 9.9326e-04
Validation prc-auc = 0.050240
Epoch 9532
Loss = 2.5536e-02, PNorm = 493.4124, GNorm = 0.3775, lr_0 = 9.9326e-04
Validation prc-auc = 0.057236
Epoch 9533
Loss = 1.4293e-02, PNorm = 493.4297, GNorm = 0.2562, lr_0 = 9.9326e-04
Validation prc-auc = 0.056149
Epoch 9534
Loss = 5.1275e-02, PNorm = 493.4456, GNorm = 3.1092, lr_0 = 9.9326e-04
Validation prc-auc = 0.058700
Epoch 9535
Loss = 5.7340e-02, PNorm = 493.4698, GNorm = 1.2768, lr_0 = 9.9326e-04
Validation prc-auc = 0.060276
Epoch 9536
Loss = 8.1912e-02, PNorm = 493.4979, GNorm = 6.0383, lr_0 = 9.9326e-04
Validation prc-auc = 0.067973
Epoch 9537
Loss = 4.6589e-02, PNorm = 493.5365, GNorm = 2.5111, lr_0 = 9.9326e-04
Validation prc-auc = 0.068568
Epoch 9538
Loss = 7.0171e-03, PNorm = 493.5725, GNorm = 0.2009, lr_0 = 9.9326e-04
Validation prc-auc = 0.064025
Epoch 9539
Loss = 5.2950e-03, PNorm = 493.5997, GNorm = 0.1936, lr_0 = 9.9326e-04
Loss = 1.8211e-02, PNorm = 493.6203, GNorm = 1.1696, lr_0 = 9.9326e-04
Validation prc-auc = 0.066892
Epoch 9540
Loss = 1.4014e-02, PNorm = 493.6402, GNorm = 2.6423, lr_0 = 9.9326e-04
Validation prc-auc = 0.067380
Epoch 9541
Loss = 4.1600e-02, PNorm = 493.6593, GNorm = 3.2905, lr_0 = 9.9326e-04
Validation prc-auc = 0.068460
Epoch 9542
Loss = 2.7118e-02, PNorm = 493.6807, GNorm = 1.8819, lr_0 = 9.9326e-04
Validation prc-auc = 0.066912
Epoch 9543
Loss = 2.4416e-02, PNorm = 493.6992, GNorm = 1.5168, lr_0 = 9.9326e-04
Validation prc-auc = 0.066073
Epoch 9544
Loss = 5.7636e-02, PNorm = 493.7177, GNorm = 0.3862, lr_0 = 9.9325e-04
Validation prc-auc = 0.061149
Epoch 9545
Loss = 1.6746e-02, PNorm = 493.7396, GNorm = 0.3898, lr_0 = 9.9325e-04
Validation prc-auc = 0.068802
Epoch 9546
Loss = 2.5225e-02, PNorm = 493.7621, GNorm = 0.1387, lr_0 = 9.9325e-04
Validation prc-auc = 0.071394
Epoch 9547
Loss = 5.8022e-03, PNorm = 493.7827, GNorm = 0.4897, lr_0 = 9.9325e-04
Validation prc-auc = 0.066224
Epoch 9548
Loss = 3.1013e-02, PNorm = 493.8005, GNorm = 0.1699, lr_0 = 9.9325e-04
Validation prc-auc = 0.060322
Epoch 9549
Loss = 3.1309e-03, PNorm = 493.8199, GNorm = 0.1809, lr_0 = 9.9325e-04
Loss = 7.7726e-02, PNorm = 493.8435, GNorm = 2.3223, lr_0 = 9.9325e-04
Validation prc-auc = 0.061347
Epoch 9550
Loss = 2.0297e-02, PNorm = 493.8659, GNorm = 1.1307, lr_0 = 9.9325e-04
Validation prc-auc = 0.060919
Epoch 9551
Loss = 4.2421e-02, PNorm = 493.8845, GNorm = 1.5157, lr_0 = 9.9325e-04
Validation prc-auc = 0.061287
Epoch 9552
Loss = 2.4251e-02, PNorm = 493.9056, GNorm = 3.3007, lr_0 = 9.9325e-04
Validation prc-auc = 0.061472
Epoch 9553
Loss = 2.7063e-02, PNorm = 493.9261, GNorm = 0.0833, lr_0 = 9.9325e-04
Validation prc-auc = 0.060304
Epoch 9554
Loss = 8.9340e-03, PNorm = 493.9518, GNorm = 0.5029, lr_0 = 9.9325e-04
Validation prc-auc = 0.058910
Epoch 9555
Loss = 1.6885e-02, PNorm = 493.9709, GNorm = 0.0804, lr_0 = 9.9325e-04
Validation prc-auc = 0.063048
Epoch 9556
Loss = 2.1730e-02, PNorm = 493.9878, GNorm = 0.2158, lr_0 = 9.9325e-04
Validation prc-auc = 0.065152
Epoch 9557
Loss = 2.8141e-02, PNorm = 494.0039, GNorm = 0.6087, lr_0 = 9.9325e-04
Validation prc-auc = 0.064306
Epoch 9558
Loss = 1.2435e-02, PNorm = 494.0188, GNorm = 0.8553, lr_0 = 9.9324e-04
Validation prc-auc = 0.065766
Epoch 9559
Loss = 2.2858e-02, PNorm = 494.0381, GNorm = 1.2265, lr_0 = 9.9324e-04
Loss = 1.9984e-02, PNorm = 494.0541, GNorm = 0.1533, lr_0 = 9.9324e-04
Validation prc-auc = 0.067673
Epoch 9560
Loss = 1.2779e-02, PNorm = 494.0664, GNorm = 0.2251, lr_0 = 9.9324e-04
Validation prc-auc = 0.068322
Epoch 9561
Loss = 3.2497e-02, PNorm = 494.0737, GNorm = 5.0307, lr_0 = 9.9324e-04
Validation prc-auc = 0.072101
Epoch 9562
Loss = 3.4622e-02, PNorm = 494.1013, GNorm = 0.0701, lr_0 = 9.9324e-04
Validation prc-auc = 0.083324
Epoch 9563
Loss = 9.6820e-03, PNorm = 494.1209, GNorm = 0.1443, lr_0 = 9.9324e-04
Validation prc-auc = 0.080861
Epoch 9564
Loss = 3.5908e-02, PNorm = 494.1337, GNorm = 0.1583, lr_0 = 9.9324e-04
Validation prc-auc = 0.081936
Epoch 9565
Loss = 4.3382e-02, PNorm = 494.1504, GNorm = 1.4351, lr_0 = 9.9324e-04
Validation prc-auc = 0.074944
Epoch 9566
Loss = 1.8329e-02, PNorm = 494.1649, GNorm = 1.0844, lr_0 = 9.9324e-04
Validation prc-auc = 0.079118
Epoch 9567
Loss = 5.0329e-02, PNorm = 494.1796, GNorm = 3.0549, lr_0 = 9.9324e-04
Validation prc-auc = 0.081828
Epoch 9568
Loss = 4.1466e-02, PNorm = 494.2040, GNorm = 0.0795, lr_0 = 9.9324e-04
Validation prc-auc = 0.083920
Epoch 9569
Loss = 2.7074e-02, PNorm = 494.2289, GNorm = 1.7335, lr_0 = 9.9324e-04
Loss = 3.5708e-02, PNorm = 494.2484, GNorm = 2.5362, lr_0 = 9.9324e-04
Validation prc-auc = 0.088653
Epoch 9570
Loss = 3.9803e-02, PNorm = 494.2685, GNorm = 3.9725, lr_0 = 9.9323e-04
Validation prc-auc = 0.090509
Epoch 9571
Loss = 2.7496e-02, PNorm = 494.2914, GNorm = 0.1233, lr_0 = 9.9323e-04
Validation prc-auc = 0.080462
Epoch 9572
Loss = 1.4158e-02, PNorm = 494.3115, GNorm = 2.3500, lr_0 = 9.9323e-04
Validation prc-auc = 0.084100
Epoch 9573
Loss = 2.6195e-02, PNorm = 494.3359, GNorm = 1.1581, lr_0 = 9.9323e-04
Validation prc-auc = 0.082265
Epoch 9574
Loss = 2.8670e-02, PNorm = 494.3563, GNorm = 2.2899, lr_0 = 9.9323e-04
Validation prc-auc = 0.074771
Epoch 9575
Loss = 2.3281e-02, PNorm = 494.3790, GNorm = 0.1456, lr_0 = 9.9323e-04
Validation prc-auc = 0.073964
Epoch 9576
Loss = 4.5386e-03, PNorm = 494.4131, GNorm = 0.0833, lr_0 = 9.9323e-04
Validation prc-auc = 0.072768
Epoch 9577
Loss = 1.1851e-02, PNorm = 494.4474, GNorm = 0.2223, lr_0 = 9.9323e-04
Validation prc-auc = 0.065420
Epoch 9578
Loss = 3.6559e-02, PNorm = 494.4841, GNorm = 0.2851, lr_0 = 9.9323e-04
Validation prc-auc = 0.053763
Epoch 9579
Loss = 8.0155e-02, PNorm = 494.5156, GNorm = 1.9655, lr_0 = 9.9323e-04
Loss = 1.8623e-02, PNorm = 494.5395, GNorm = 0.1985, lr_0 = 9.9323e-04
Validation prc-auc = 0.067060
Epoch 9580
Loss = 5.4084e-02, PNorm = 494.5613, GNorm = 0.1802, lr_0 = 9.9323e-04
Validation prc-auc = 0.065911
Epoch 9581
Loss = 2.3014e-02, PNorm = 494.5788, GNorm = 0.4331, lr_0 = 9.9323e-04
Validation prc-auc = 0.071331
Epoch 9582
Loss = 2.0928e-02, PNorm = 494.5967, GNorm = 0.0629, lr_0 = 9.9323e-04
Validation prc-auc = 0.079954
Epoch 9583
Loss = 3.6178e-02, PNorm = 494.6139, GNorm = 0.6397, lr_0 = 9.9323e-04
Validation prc-auc = 0.065275
Epoch 9584
Loss = 1.0699e-02, PNorm = 494.6310, GNorm = 1.2195, lr_0 = 9.9322e-04
Validation prc-auc = 0.062617
Epoch 9585
Loss = 1.6018e-02, PNorm = 494.6449, GNorm = 0.1133, lr_0 = 9.9322e-04
Validation prc-auc = 0.067106
Epoch 9586
Loss = 2.4182e-02, PNorm = 494.6602, GNorm = 1.0577, lr_0 = 9.9322e-04
Validation prc-auc = 0.064219
Epoch 9587
Loss = 4.4529e-02, PNorm = 494.6780, GNorm = 1.5830, lr_0 = 9.9322e-04
Validation prc-auc = 0.065631
Epoch 9588
Loss = 5.8783e-03, PNorm = 494.6963, GNorm = 0.5967, lr_0 = 9.9322e-04
Validation prc-auc = 0.049387
Epoch 9589
Loss = 4.4524e-02, PNorm = 494.7168, GNorm = 1.1243, lr_0 = 9.9322e-04
Loss = 2.8830e-02, PNorm = 494.7326, GNorm = 2.4803, lr_0 = 9.9322e-04
Validation prc-auc = 0.042246
Epoch 9590
Loss = 3.4935e-02, PNorm = 494.7510, GNorm = 0.2871, lr_0 = 9.9322e-04
Validation prc-auc = 0.034280
Epoch 9591
Loss = 4.7970e-02, PNorm = 494.7790, GNorm = 1.3592, lr_0 = 9.9322e-04
Validation prc-auc = 0.025700
Epoch 9592
Loss = 2.2463e-02, PNorm = 494.8083, GNorm = 0.4444, lr_0 = 9.9322e-04
Validation prc-auc = 0.025200
Epoch 9593
Loss = 1.0911e-02, PNorm = 494.8301, GNorm = 0.1997, lr_0 = 9.9322e-04
Validation prc-auc = 0.038141
Epoch 9594
Loss = 4.4090e-02, PNorm = 494.8509, GNorm = 0.4425, lr_0 = 9.9322e-04
Validation prc-auc = 0.039359
Epoch 9595
Loss = 7.3494e-02, PNorm = 494.8753, GNorm = 5.7381, lr_0 = 9.9322e-04
Validation prc-auc = 0.027868
Epoch 9596
Loss = 3.9785e-02, PNorm = 494.9034, GNorm = 1.0415, lr_0 = 9.9322e-04
Validation prc-auc = 0.028884
Epoch 9597
Loss = 2.7939e-02, PNorm = 494.9336, GNorm = 0.7289, lr_0 = 9.9322e-04
Validation prc-auc = 0.034654
Epoch 9598
Loss = 6.5762e-03, PNorm = 494.9663, GNorm = 0.3507, lr_0 = 9.9321e-04
Validation prc-auc = 0.049423
Epoch 9599
Loss = 9.2901e-03, PNorm = 494.9953, GNorm = 0.4531, lr_0 = 9.9321e-04
Loss = 2.1057e-02, PNorm = 495.0192, GNorm = 0.1525, lr_0 = 9.9321e-04
Validation prc-auc = 0.048810
Epoch 9600
Loss = 1.1158e-02, PNorm = 495.0338, GNorm = 0.1551, lr_0 = 9.9321e-04
Validation prc-auc = 0.050783
Epoch 9601
Loss = 4.2682e-02, PNorm = 495.0456, GNorm = 2.7533, lr_0 = 9.9321e-04
Validation prc-auc = 0.050455
Epoch 9602
Loss = 6.3203e-03, PNorm = 495.0726, GNorm = 0.9165, lr_0 = 9.9321e-04
Validation prc-auc = 0.052938
Epoch 9603
Loss = 5.7288e-02, PNorm = 495.1030, GNorm = 0.2797, lr_0 = 9.9321e-04
Validation prc-auc = 0.051664
Epoch 9604
Loss = 2.2481e-02, PNorm = 495.1312, GNorm = 1.9037, lr_0 = 9.9321e-04
Validation prc-auc = 0.048597
Epoch 9605
Loss = 4.3484e-02, PNorm = 495.1508, GNorm = 2.2916, lr_0 = 9.9321e-04
Validation prc-auc = 0.045843
Epoch 9606
Loss = 2.1453e-02, PNorm = 495.1696, GNorm = 0.6628, lr_0 = 9.9321e-04
Validation prc-auc = 0.044833
Epoch 9607
Loss = 9.3786e-02, PNorm = 495.1913, GNorm = 0.1308, lr_0 = 9.9321e-04
Validation prc-auc = 0.046565
Epoch 9608
Loss = 3.1337e-02, PNorm = 495.2112, GNorm = 0.7572, lr_0 = 9.9321e-04
Validation prc-auc = 0.051854
Epoch 9609
Loss = 3.1936e-03, PNorm = 495.2331, GNorm = 0.1326, lr_0 = 9.9321e-04
Loss = 2.8862e-02, PNorm = 495.2535, GNorm = 0.7746, lr_0 = 9.9321e-04
Validation prc-auc = 0.051520
Epoch 9610
Loss = 4.8494e-02, PNorm = 495.2677, GNorm = 0.9502, lr_0 = 9.9320e-04
Validation prc-auc = 0.056286
Epoch 9611
Loss = 2.7464e-02, PNorm = 495.2854, GNorm = 1.8443, lr_0 = 9.9320e-04
Validation prc-auc = 0.056577
Epoch 9612
Loss = 3.3523e-02, PNorm = 495.3064, GNorm = 0.3928, lr_0 = 9.9320e-04
Validation prc-auc = 0.055152
Epoch 9613
Loss = 3.4611e-02, PNorm = 495.3338, GNorm = 1.4518, lr_0 = 9.9320e-04
Validation prc-auc = 0.053890
Epoch 9614
Loss = 2.4014e-02, PNorm = 495.3509, GNorm = 1.9706, lr_0 = 9.9320e-04
Validation prc-auc = 0.057027
Epoch 9615
Loss = 4.5987e-02, PNorm = 495.3642, GNorm = 0.1558, lr_0 = 9.9320e-04
Validation prc-auc = 0.058237
Epoch 9616
Loss = 1.1467e-02, PNorm = 495.3769, GNorm = 1.3755, lr_0 = 9.9320e-04
Validation prc-auc = 0.055250
Epoch 9617
Loss = 6.3397e-02, PNorm = 495.3909, GNorm = 2.8279, lr_0 = 9.9320e-04
Validation prc-auc = 0.055234
Epoch 9618
Loss = 4.7973e-02, PNorm = 495.4132, GNorm = 2.1813, lr_0 = 9.9320e-04
Validation prc-auc = 0.052641
Epoch 9619
Loss = 4.7321e-02, PNorm = 495.4403, GNorm = 0.9341, lr_0 = 9.9320e-04
Loss = 6.6215e-03, PNorm = 495.4596, GNorm = 0.0988, lr_0 = 9.9320e-04
Validation prc-auc = 0.058465
Epoch 9620
Loss = 6.8045e-03, PNorm = 495.4703, GNorm = 0.1259, lr_0 = 9.9320e-04
Validation prc-auc = 0.061852
Epoch 9621
Loss = 1.9475e-02, PNorm = 495.4806, GNorm = 1.3769, lr_0 = 9.9320e-04
Validation prc-auc = 0.070093
Epoch 9622
Loss = 5.8761e-02, PNorm = 495.4950, GNorm = 0.0516, lr_0 = 9.9320e-04
Validation prc-auc = 0.055952
Epoch 9623
Loss = 2.6092e-02, PNorm = 495.5163, GNorm = 0.0609, lr_0 = 9.9320e-04
Validation prc-auc = 0.059458
Epoch 9624
Loss = 8.9253e-03, PNorm = 495.5350, GNorm = 2.8077, lr_0 = 9.9319e-04
Validation prc-auc = 0.056691
Epoch 9625
Loss = 3.7613e-02, PNorm = 495.5530, GNorm = 0.1099, lr_0 = 9.9319e-04
Validation prc-auc = 0.051968
Epoch 9626
Loss = 1.3188e-02, PNorm = 495.5737, GNorm = 1.0139, lr_0 = 9.9319e-04
Validation prc-auc = 0.055368
Epoch 9627
Loss = 8.3598e-03, PNorm = 495.5950, GNorm = 0.1391, lr_0 = 9.9319e-04
Validation prc-auc = 0.055844
Epoch 9628
Loss = 3.3715e-03, PNorm = 495.6134, GNorm = 0.2368, lr_0 = 9.9319e-04
Validation prc-auc = 0.052228
Epoch 9629
Loss = 3.2284e-03, PNorm = 495.6292, GNorm = 0.1156, lr_0 = 9.9319e-04
Loss = 4.7659e-02, PNorm = 495.6509, GNorm = 4.1180, lr_0 = 9.9319e-04
Validation prc-auc = 0.048880
Epoch 9630
Loss = 6.8086e-02, PNorm = 495.6729, GNorm = 0.0746, lr_0 = 9.9319e-04
Validation prc-auc = 0.053841
Epoch 9631
Loss = 2.6697e-02, PNorm = 495.7037, GNorm = 2.6567, lr_0 = 9.9319e-04
Validation prc-auc = 0.053087
Epoch 9632
Loss = 1.0730e-02, PNorm = 495.7395, GNorm = 0.3956, lr_0 = 9.9319e-04
Validation prc-auc = 0.050374
Epoch 9633
Loss = 7.5647e-02, PNorm = 495.7693, GNorm = 1.7443, lr_0 = 9.9319e-04
Validation prc-auc = 0.046191
Epoch 9634
Loss = 1.8478e-02, PNorm = 495.7962, GNorm = 1.0314, lr_0 = 9.9319e-04
Validation prc-auc = 0.042123
Epoch 9635
Loss = 1.9009e-02, PNorm = 495.8137, GNorm = 1.5349, lr_0 = 9.9319e-04
Validation prc-auc = 0.043448
Epoch 9636
Loss = 1.1319e-02, PNorm = 495.8365, GNorm = 0.0822, lr_0 = 9.9319e-04
Validation prc-auc = 0.045946
Epoch 9637
Loss = 4.3223e-02, PNorm = 495.8574, GNorm = 0.5811, lr_0 = 9.9319e-04
Validation prc-auc = 0.043318
Epoch 9638
Loss = 1.1268e-01, PNorm = 495.8782, GNorm = 2.5985, lr_0 = 9.9318e-04
Validation prc-auc = 0.043228
Epoch 9639
Loss = 1.2526e-03, PNorm = 495.8990, GNorm = 0.0673, lr_0 = 9.9318e-04
Loss = 9.6156e-03, PNorm = 495.9200, GNorm = 0.0842, lr_0 = 9.9318e-04
Validation prc-auc = 0.037245
Epoch 9640
Loss = 4.1400e-02, PNorm = 495.9356, GNorm = 0.3111, lr_0 = 9.9318e-04
Validation prc-auc = 0.040815
Epoch 9641
Loss = 2.6284e-02, PNorm = 495.9540, GNorm = 1.6040, lr_0 = 9.9318e-04
Validation prc-auc = 0.029525
Epoch 9642
Loss = 8.1294e-02, PNorm = 495.9722, GNorm = 5.8231, lr_0 = 9.9318e-04
Validation prc-auc = 0.024715
Epoch 9643
Loss = 2.8585e-02, PNorm = 496.0058, GNorm = 0.2499, lr_0 = 9.9318e-04
Validation prc-auc = 0.023937
Epoch 9644
Loss = 1.6332e-02, PNorm = 496.0348, GNorm = 0.2684, lr_0 = 9.9318e-04
Validation prc-auc = 0.028684
Epoch 9645
Loss = 1.4781e-02, PNorm = 496.0544, GNorm = 1.3917, lr_0 = 9.9318e-04
Validation prc-auc = 0.032070
Epoch 9646
Loss = 1.3533e-02, PNorm = 496.0743, GNorm = 0.6521, lr_0 = 9.9318e-04
Validation prc-auc = 0.034275
Epoch 9647
Loss = 3.3656e-02, PNorm = 496.0996, GNorm = 1.4430, lr_0 = 9.9318e-04
Validation prc-auc = 0.042186
Epoch 9648
Loss = 2.2557e-02, PNorm = 496.1271, GNorm = 1.1598, lr_0 = 9.9318e-04
Validation prc-auc = 0.047343
Epoch 9649
Loss = 9.5042e-03, PNorm = 496.1559, GNorm = 0.3471, lr_0 = 9.9318e-04
Loss = 4.4179e-02, PNorm = 496.1857, GNorm = 0.0964, lr_0 = 9.9318e-04
Validation prc-auc = 0.054721
Epoch 9650
Loss = 3.7781e-02, PNorm = 496.2204, GNorm = 2.1579, lr_0 = 9.9317e-04
Validation prc-auc = 0.054584
Epoch 9651
Loss = 2.9838e-02, PNorm = 496.2500, GNorm = 0.1915, lr_0 = 9.9317e-04
Validation prc-auc = 0.047766
Epoch 9652
Loss = 7.9941e-02, PNorm = 496.2785, GNorm = 1.1020, lr_0 = 9.9317e-04
Validation prc-auc = 0.047204
Epoch 9653
Loss = 3.2140e-02, PNorm = 496.3093, GNorm = 1.2747, lr_0 = 9.9317e-04
Validation prc-auc = 0.046967
Epoch 9654
Loss = 1.4718e-02, PNorm = 496.3285, GNorm = 0.8457, lr_0 = 9.9317e-04
Validation prc-auc = 0.057387
Epoch 9655
Loss = 4.7708e-02, PNorm = 496.3444, GNorm = 2.1726, lr_0 = 9.9317e-04
Validation prc-auc = 0.062494
Epoch 9656
Loss = 4.1069e-02, PNorm = 496.3653, GNorm = 3.3601, lr_0 = 9.9317e-04
Validation prc-auc = 0.065925
Epoch 9657
Loss = 8.2639e-02, PNorm = 496.3980, GNorm = 3.9439, lr_0 = 9.9317e-04
Validation prc-auc = 0.045361
Epoch 9658
Loss = 5.3357e-02, PNorm = 496.4356, GNorm = 1.1650, lr_0 = 9.9317e-04
Validation prc-auc = 0.044256
Epoch 9659
Loss = 3.4556e-03, PNorm = 496.4616, GNorm = 0.1706, lr_0 = 9.9317e-04
Loss = 1.7702e-02, PNorm = 496.4781, GNorm = 1.5989, lr_0 = 9.9317e-04
Validation prc-auc = 0.055688
Epoch 9660
Loss = 3.0943e-02, PNorm = 496.4950, GNorm = 0.5371, lr_0 = 9.9317e-04
Validation prc-auc = 0.060069
Epoch 9661
Loss = 1.3688e-02, PNorm = 496.5178, GNorm = 0.4083, lr_0 = 9.9317e-04
Validation prc-auc = 0.059460
Epoch 9662
Loss = 2.9925e-02, PNorm = 496.5338, GNorm = 3.4283, lr_0 = 9.9317e-04
Validation prc-auc = 0.055712
Epoch 9663
Loss = 1.2459e-02, PNorm = 496.5513, GNorm = 1.8193, lr_0 = 9.9317e-04
Validation prc-auc = 0.068926
Epoch 9664
Loss = 1.9505e-02, PNorm = 496.5682, GNorm = 0.0440, lr_0 = 9.9316e-04
Validation prc-auc = 0.058267
Epoch 9665
Loss = 6.4497e-02, PNorm = 496.5867, GNorm = 0.4701, lr_0 = 9.9316e-04
Validation prc-auc = 0.053889
Epoch 9666
Loss = 8.8594e-02, PNorm = 496.6111, GNorm = 0.3758, lr_0 = 9.9316e-04
Validation prc-auc = 0.026569
Epoch 9667
Loss = 3.8857e-02, PNorm = 496.6373, GNorm = 0.6870, lr_0 = 9.9316e-04
Validation prc-auc = 0.038173
Epoch 9668
Loss = 3.7847e-03, PNorm = 496.6632, GNorm = 0.1469, lr_0 = 9.9316e-04
Validation prc-auc = 0.049307
Epoch 9669
Loss = 2.3378e-03, PNorm = 496.6915, GNorm = 0.1212, lr_0 = 9.9316e-04
Loss = 1.6585e-02, PNorm = 496.7147, GNorm = 0.0992, lr_0 = 9.9316e-04
Validation prc-auc = 0.050262
Epoch 9670
Loss = 4.5789e-02, PNorm = 496.7373, GNorm = 2.3629, lr_0 = 9.9316e-04
Validation prc-auc = 0.042664
Epoch 9671
Loss = 5.6125e-02, PNorm = 496.7631, GNorm = 1.9939, lr_0 = 9.9316e-04
Validation prc-auc = 0.031172
Epoch 9672
Loss = 4.4313e-02, PNorm = 496.7895, GNorm = 3.5582, lr_0 = 9.9316e-04
Validation prc-auc = 0.042416
Epoch 9673
Loss = 6.1295e-02, PNorm = 496.8234, GNorm = 0.8554, lr_0 = 9.9316e-04
Validation prc-auc = 0.042819
Epoch 9674
Loss = 2.0195e-02, PNorm = 496.8571, GNorm = 0.2474, lr_0 = 9.9316e-04
Validation prc-auc = 0.056458
Epoch 9675
Loss = 8.0510e-02, PNorm = 496.8836, GNorm = 2.7614, lr_0 = 9.9316e-04
Validation prc-auc = 0.055571
Epoch 9676
Loss = 5.6873e-02, PNorm = 496.9119, GNorm = 0.3938, lr_0 = 9.9316e-04
Validation prc-auc = 0.048922
Epoch 9677
Loss = 4.7967e-02, PNorm = 496.9411, GNorm = 1.2164, lr_0 = 9.9315e-04
Validation prc-auc = 0.052764
Epoch 9678
Loss = 2.5722e-02, PNorm = 496.9701, GNorm = 1.9900, lr_0 = 9.9315e-04
Validation prc-auc = 0.058134
Epoch 9679
Loss = 9.4510e-03, PNorm = 496.9980, GNorm = 0.4877, lr_0 = 9.9315e-04
Loss = 4.7711e-02, PNorm = 497.0207, GNorm = 0.5922, lr_0 = 9.9315e-04
Validation prc-auc = 0.049944
Epoch 9680
Loss = 5.0494e-02, PNorm = 497.0416, GNorm = 1.3065, lr_0 = 9.9315e-04
Validation prc-auc = 0.056874
Epoch 9681
Loss = 3.5452e-02, PNorm = 497.0606, GNorm = 0.1670, lr_0 = 9.9315e-04
Validation prc-auc = 0.059146
Epoch 9682
Loss = 3.4910e-02, PNorm = 497.0794, GNorm = 1.6940, lr_0 = 9.9315e-04
Validation prc-auc = 0.066151
Epoch 9683
Loss = 2.7985e-02, PNorm = 497.0977, GNorm = 0.6473, lr_0 = 9.9315e-04
Validation prc-auc = 0.067220
Epoch 9684
Loss = 5.5319e-02, PNorm = 497.1175, GNorm = 1.6565, lr_0 = 9.9315e-04
Validation prc-auc = 0.070397
Epoch 9685
Loss = 2.7592e-02, PNorm = 497.1453, GNorm = 0.4109, lr_0 = 9.9315e-04
Validation prc-auc = 0.063944
Epoch 9686
Loss = 4.0282e-02, PNorm = 497.1663, GNorm = 0.3876, lr_0 = 9.9315e-04
Validation prc-auc = 0.055574
Epoch 9687
Loss = 7.1629e-02, PNorm = 497.1922, GNorm = 0.1338, lr_0 = 9.9315e-04
Validation prc-auc = 0.060670
Epoch 9688
Loss = 9.5226e-03, PNorm = 497.2189, GNorm = 0.4879, lr_0 = 9.9315e-04
Validation prc-auc = 0.060173
Epoch 9689
Loss = 1.4360e-01, PNorm = 497.2387, GNorm = 3.4393, lr_0 = 9.9315e-04
Loss = 2.3825e-02, PNorm = 497.2622, GNorm = 0.1948, lr_0 = 9.9315e-04
Validation prc-auc = 0.053236
Epoch 9690
Loss = 2.4277e-02, PNorm = 497.2829, GNorm = 0.7843, lr_0 = 9.9314e-04
Validation prc-auc = 0.045811
Epoch 9691
Loss = 6.8601e-02, PNorm = 497.3040, GNorm = 0.0907, lr_0 = 9.9314e-04
Validation prc-auc = 0.045521
Epoch 9692
Loss = 5.2330e-02, PNorm = 497.3314, GNorm = 0.7002, lr_0 = 9.9314e-04
Validation prc-auc = 0.049386
Epoch 9693
Loss = 3.2622e-02, PNorm = 497.3532, GNorm = 1.7975, lr_0 = 9.9314e-04
Validation prc-auc = 0.054789
Epoch 9694
Loss = 2.2697e-02, PNorm = 497.3706, GNorm = 0.9487, lr_0 = 9.9314e-04
Validation prc-auc = 0.053065
Epoch 9695
Loss = 3.0732e-02, PNorm = 497.3864, GNorm = 0.3763, lr_0 = 9.9314e-04
Validation prc-auc = 0.053482
Epoch 9696
Loss = 1.6182e-02, PNorm = 497.4009, GNorm = 0.5299, lr_0 = 9.9314e-04
Validation prc-auc = 0.051046
Epoch 9697
Loss = 3.4009e-02, PNorm = 497.4214, GNorm = 2.2433, lr_0 = 9.9314e-04
Validation prc-auc = 0.054964
Epoch 9698
Loss = 8.2081e-02, PNorm = 497.4423, GNorm = 1.3071, lr_0 = 9.9314e-04
Validation prc-auc = 0.058010
Epoch 9699
Loss = 7.8567e-03, PNorm = 497.4668, GNorm = 0.2317, lr_0 = 9.9314e-04
Loss = 5.3889e-02, PNorm = 497.4795, GNorm = 1.2076, lr_0 = 9.9314e-04
Validation prc-auc = 0.053268
Epoch 9700
Loss = 3.5744e-02, PNorm = 497.5021, GNorm = 3.2118, lr_0 = 9.9314e-04
Validation prc-auc = 0.051791
Epoch 9701
Loss = 2.1519e-02, PNorm = 497.5411, GNorm = 1.0293, lr_0 = 9.9314e-04
Validation prc-auc = 0.057358
Epoch 9702
Loss = 2.5206e-02, PNorm = 497.5683, GNorm = 1.2898, lr_0 = 9.9314e-04
Validation prc-auc = 0.056991
Epoch 9703
Loss = 5.4411e-02, PNorm = 497.5895, GNorm = 1.4094, lr_0 = 9.9314e-04
Validation prc-auc = 0.055615
Epoch 9704
Loss = 3.3153e-02, PNorm = 497.6099, GNorm = 0.2208, lr_0 = 9.9313e-04
Validation prc-auc = 0.055120
Epoch 9705
Loss = 7.9040e-03, PNorm = 497.6343, GNorm = 0.4959, lr_0 = 9.9313e-04
Validation prc-auc = 0.054976
Epoch 9706
Loss = 3.9704e-03, PNorm = 497.6543, GNorm = 0.0510, lr_0 = 9.9313e-04
Validation prc-auc = 0.058833
Epoch 9707
Loss = 1.8918e-01, PNorm = 497.6868, GNorm = 7.5807, lr_0 = 9.9313e-04
Validation prc-auc = 0.033136
Epoch 9708
Loss = 1.3999e-02, PNorm = 497.7271, GNorm = 0.5338, lr_0 = 9.9313e-04
Validation prc-auc = 0.025458
Epoch 9709
Loss = 8.9301e-02, PNorm = 497.7636, GNorm = 2.3199, lr_0 = 9.9313e-04
Loss = 4.0201e-02, PNorm = 497.7943, GNorm = 0.3897, lr_0 = 9.9313e-04
Validation prc-auc = 0.034124
Epoch 9710
Loss = 6.0240e-02, PNorm = 497.8212, GNorm = 2.3885, lr_0 = 9.9313e-04
Validation prc-auc = 0.036437
Epoch 9711
Loss = 5.4653e-02, PNorm = 497.8561, GNorm = 0.7926, lr_0 = 9.9313e-04
Validation prc-auc = 0.052023
Epoch 9712
Loss = 3.0180e-02, PNorm = 497.8935, GNorm = 1.3276, lr_0 = 9.9313e-04
Validation prc-auc = 0.055656
Epoch 9713
Loss = 5.8544e-02, PNorm = 497.9329, GNorm = 0.4821, lr_0 = 9.9313e-04
Validation prc-auc = 0.061330
Epoch 9714
Loss = 4.0043e-02, PNorm = 497.9695, GNorm = 0.9394, lr_0 = 9.9313e-04
Validation prc-auc = 0.066152
Epoch 9715
Loss = 3.3110e-02, PNorm = 497.9991, GNorm = 0.4818, lr_0 = 9.9313e-04
Validation prc-auc = 0.073758
Epoch 9716
Loss = 2.9654e-02, PNorm = 498.0296, GNorm = 1.5558, lr_0 = 9.9313e-04
Validation prc-auc = 0.076480
Epoch 9717
Loss = 1.3375e-02, PNorm = 498.0518, GNorm = 2.1561, lr_0 = 9.9312e-04
Validation prc-auc = 0.070005
Epoch 9718
Loss = 4.5583e-03, PNorm = 498.0694, GNorm = 0.0716, lr_0 = 9.9312e-04
Validation prc-auc = 0.068330
Epoch 9719
Loss = 1.0644e-02, PNorm = 498.0955, GNorm = 0.9417, lr_0 = 9.9312e-04
Loss = 3.6147e-02, PNorm = 498.1245, GNorm = 0.1987, lr_0 = 9.9312e-04
Validation prc-auc = 0.069677
Epoch 9720
Loss = 9.3511e-03, PNorm = 498.1510, GNorm = 0.1091, lr_0 = 9.9312e-04
Validation prc-auc = 0.070370
Epoch 9721
Loss = 3.0655e-02, PNorm = 498.1706, GNorm = 1.6325, lr_0 = 9.9312e-04
Validation prc-auc = 0.057452
Epoch 9722
Loss = 2.9422e-02, PNorm = 498.1940, GNorm = 2.5956, lr_0 = 9.9312e-04
Validation prc-auc = 0.065141
Epoch 9723
Loss = 2.2132e-02, PNorm = 498.2216, GNorm = 0.7814, lr_0 = 9.9312e-04
Validation prc-auc = 0.065931
Epoch 9724
Loss = 5.5758e-02, PNorm = 498.2457, GNorm = 1.3922, lr_0 = 9.9312e-04
Validation prc-auc = 0.049619
Epoch 9725
Loss = 3.9981e-02, PNorm = 498.2757, GNorm = 0.0534, lr_0 = 9.9312e-04
Validation prc-auc = 0.062023
Epoch 9726
Loss = 9.5360e-02, PNorm = 498.3014, GNorm = 3.4481, lr_0 = 9.9312e-04
Validation prc-auc = 0.054903
Epoch 9727
Loss = 2.6359e-02, PNorm = 498.3274, GNorm = 0.6554, lr_0 = 9.9312e-04
Validation prc-auc = 0.056779
Epoch 9728
Loss = 1.1739e-02, PNorm = 498.3492, GNorm = 0.1297, lr_0 = 9.9312e-04
Validation prc-auc = 0.058633
Epoch 9729
Loss = 9.2553e-02, PNorm = 498.3702, GNorm = 2.8189, lr_0 = 9.9312e-04
Loss = 2.1420e-02, PNorm = 498.3975, GNorm = 0.1010, lr_0 = 9.9312e-04
Validation prc-auc = 0.060806
Epoch 9730
Loss = 4.5487e-02, PNorm = 498.4273, GNorm = 1.2239, lr_0 = 9.9311e-04
Validation prc-auc = 0.056056
Epoch 9731
Loss = 3.9826e-02, PNorm = 498.4575, GNorm = 1.7932, lr_0 = 9.9311e-04
Validation prc-auc = 0.057077
Epoch 9732
Loss = 1.1145e-02, PNorm = 498.4840, GNorm = 1.5648, lr_0 = 9.9311e-04
Validation prc-auc = 0.062196
Epoch 9733
Loss = 5.0858e-02, PNorm = 498.5108, GNorm = 0.3925, lr_0 = 9.9311e-04
Validation prc-auc = 0.069811
Epoch 9734
Loss = 2.6622e-02, PNorm = 498.5357, GNorm = 0.6041, lr_0 = 9.9311e-04
Validation prc-auc = 0.065763
Epoch 9735
Loss = 2.5674e-02, PNorm = 498.5604, GNorm = 0.2191, lr_0 = 9.9311e-04
Validation prc-auc = 0.069713
Epoch 9736
Loss = 1.6572e-02, PNorm = 498.5874, GNorm = 0.5749, lr_0 = 9.9311e-04
Validation prc-auc = 0.059569
Epoch 9737
Loss = 1.6235e-01, PNorm = 498.6154, GNorm = 1.1551, lr_0 = 9.9311e-04
Validation prc-auc = 0.050605
Epoch 9738
Loss = 3.0287e-02, PNorm = 498.6458, GNorm = 2.3860, lr_0 = 9.9311e-04
Validation prc-auc = 0.058041
Epoch 9739
Loss = 2.9770e-03, PNorm = 498.6694, GNorm = 0.1436, lr_0 = 9.9311e-04
Loss = 4.7623e-02, PNorm = 498.6940, GNorm = 1.0651, lr_0 = 9.9311e-04
Validation prc-auc = 0.071423
Epoch 9740
Loss = 3.0905e-02, PNorm = 498.7249, GNorm = 1.2338, lr_0 = 9.9311e-04
Validation prc-auc = 0.070868
Epoch 9741
Loss = 3.6613e-02, PNorm = 498.7543, GNorm = 0.5884, lr_0 = 9.9311e-04
Validation prc-auc = 0.060259
Epoch 9742
Loss = 1.6342e-02, PNorm = 498.7805, GNorm = 0.7441, lr_0 = 9.9311e-04
Validation prc-auc = 0.066649
Epoch 9743
Loss = 2.1471e-02, PNorm = 498.8008, GNorm = 0.7486, lr_0 = 9.9311e-04
Validation prc-auc = 0.066437
Epoch 9744
Loss = 6.5862e-02, PNorm = 498.8233, GNorm = 2.3897, lr_0 = 9.9310e-04
Validation prc-auc = 0.069145
Epoch 9745
Loss = 3.1685e-02, PNorm = 498.8520, GNorm = 0.3252, lr_0 = 9.9310e-04
Validation prc-auc = 0.063732
Epoch 9746
Loss = 4.9325e-02, PNorm = 498.8828, GNorm = 5.0190, lr_0 = 9.9310e-04
Validation prc-auc = 0.065001
Epoch 9747
Loss = 8.6404e-02, PNorm = 498.9185, GNorm = 2.5004, lr_0 = 9.9310e-04
Validation prc-auc = 0.045441
Epoch 9748
Loss = 2.1250e-02, PNorm = 498.9637, GNorm = 1.0132, lr_0 = 9.9310e-04
Validation prc-auc = 0.028813
Epoch 9749
Loss = 8.3164e-02, PNorm = 499.0074, GNorm = 2.9290, lr_0 = 9.9310e-04
Loss = 7.6901e-02, PNorm = 499.0499, GNorm = 1.0494, lr_0 = 9.9310e-04
Validation prc-auc = 0.038107
Epoch 9750
Loss = 4.7957e-02, PNorm = 499.0934, GNorm = 1.6629, lr_0 = 9.9310e-04
Validation prc-auc = 0.037314
Epoch 9751
Loss = 4.2080e-02, PNorm = 499.1326, GNorm = 1.7612, lr_0 = 9.9310e-04
Validation prc-auc = 0.040288
Epoch 9752
Loss = 3.0152e-02, PNorm = 499.1676, GNorm = 0.9375, lr_0 = 9.9310e-04
Validation prc-auc = 0.034864
Epoch 9753
Loss = 2.3332e-02, PNorm = 499.1998, GNorm = 0.4359, lr_0 = 9.9310e-04
Validation prc-auc = 0.036031
Epoch 9754
Loss = 8.2432e-02, PNorm = 499.2285, GNorm = 1.8888, lr_0 = 9.9310e-04
Validation prc-auc = 0.041966
Epoch 9755
Loss = 1.6828e-02, PNorm = 499.2543, GNorm = 0.7774, lr_0 = 9.9310e-04
Validation prc-auc = 0.044740
Epoch 9756
Loss = 3.6770e-02, PNorm = 499.2714, GNorm = 1.3880, lr_0 = 9.9310e-04
Validation prc-auc = 0.040122
Epoch 9757
Loss = 6.4321e-02, PNorm = 499.2884, GNorm = 1.9418, lr_0 = 9.9309e-04
Validation prc-auc = 0.039205
Epoch 9758
Loss = 1.7218e-02, PNorm = 499.3127, GNorm = 0.3620, lr_0 = 9.9309e-04
Validation prc-auc = 0.032653
Epoch 9759
Loss = 7.4886e-03, PNorm = 499.3317, GNorm = 0.3011, lr_0 = 9.9309e-04
Loss = 3.6337e-02, PNorm = 499.3574, GNorm = 1.5248, lr_0 = 9.9309e-04
Validation prc-auc = 0.030764
Epoch 9760
Loss = 2.3974e-02, PNorm = 499.3851, GNorm = 2.1850, lr_0 = 9.9309e-04
Validation prc-auc = 0.029686
Epoch 9761
Loss = 2.0946e-02, PNorm = 499.4074, GNorm = 0.3020, lr_0 = 9.9309e-04
Validation prc-auc = 0.043623
Epoch 9762
Loss = 9.2775e-03, PNorm = 499.4258, GNorm = 0.8676, lr_0 = 9.9309e-04
Validation prc-auc = 0.045180
Epoch 9763
Loss = 3.1356e-02, PNorm = 499.4396, GNorm = 0.3651, lr_0 = 9.9309e-04
Validation prc-auc = 0.043250
Epoch 9764
Loss = 1.2627e-02, PNorm = 499.4564, GNorm = 0.6049, lr_0 = 9.9309e-04
Validation prc-auc = 0.044222
Epoch 9765
Loss = 7.0964e-02, PNorm = 499.4673, GNorm = 4.7217, lr_0 = 9.9309e-04
Validation prc-auc = 0.038662
Epoch 9766
Loss = 5.0971e-02, PNorm = 499.4853, GNorm = 1.7753, lr_0 = 9.9309e-04
Validation prc-auc = 0.035309
Epoch 9767
Loss = 2.0366e-02, PNorm = 499.5038, GNorm = 1.2416, lr_0 = 9.9309e-04
Validation prc-auc = 0.040085
Epoch 9768
Loss = 4.9768e-02, PNorm = 499.5174, GNorm = 0.2109, lr_0 = 9.9309e-04
Validation prc-auc = 0.045968
Epoch 9769
Loss = 1.4546e-01, PNorm = 499.5346, GNorm = 5.0742, lr_0 = 9.9309e-04
Loss = 3.3846e-02, PNorm = 499.5560, GNorm = 0.5628, lr_0 = 9.9309e-04
Validation prc-auc = 0.044356
Epoch 9770
Loss = 2.7136e-02, PNorm = 499.5841, GNorm = 0.8773, lr_0 = 9.9308e-04
Validation prc-auc = 0.046630
Epoch 9771
Loss = 3.8965e-02, PNorm = 499.6073, GNorm = 0.2800, lr_0 = 9.9308e-04
Validation prc-auc = 0.051525
Epoch 9772
Loss = 1.3014e-02, PNorm = 499.6271, GNorm = 0.2145, lr_0 = 9.9308e-04
Validation prc-auc = 0.054984
Epoch 9773
Loss = 7.9304e-02, PNorm = 499.6505, GNorm = 0.9042, lr_0 = 9.9308e-04
Validation prc-auc = 0.054470
Epoch 9774
Loss = 3.3945e-02, PNorm = 499.6846, GNorm = 2.3995, lr_0 = 9.9308e-04
Validation prc-auc = 0.054278
Epoch 9775
Loss = 3.8733e-02, PNorm = 499.7225, GNorm = 2.1316, lr_0 = 9.9308e-04
Validation prc-auc = 0.042605
Epoch 9776
Loss = 1.9882e-02, PNorm = 499.7540, GNorm = 1.7022, lr_0 = 9.9308e-04
Validation prc-auc = 0.050104
Epoch 9777
Loss = 3.9090e-02, PNorm = 499.7863, GNorm = 0.1259, lr_0 = 9.9308e-04
Validation prc-auc = 0.055301
Epoch 9778
Loss = 7.6025e-03, PNorm = 499.8171, GNorm = 0.3742, lr_0 = 9.9308e-04
Validation prc-auc = 0.045041
Epoch 9779
Loss = 1.3826e-02, PNorm = 499.8526, GNorm = 0.7658, lr_0 = 9.9308e-04
Loss = 3.9367e-02, PNorm = 499.8896, GNorm = 1.2466, lr_0 = 9.9308e-04
Validation prc-auc = 0.051083
Epoch 9780
Loss = 5.2772e-02, PNorm = 499.9179, GNorm = 1.0161, lr_0 = 9.9308e-04
Validation prc-auc = 0.048025
Epoch 9781
Loss = 6.6321e-02, PNorm = 499.9449, GNorm = 2.0614, lr_0 = 9.9308e-04
Validation prc-auc = 0.047055
Epoch 9782
Loss = 2.0649e-02, PNorm = 499.9677, GNorm = 0.4492, lr_0 = 9.9308e-04
Validation prc-auc = 0.045517
Epoch 9783
Loss = 1.7032e-02, PNorm = 499.9862, GNorm = 0.0795, lr_0 = 9.9307e-04
Validation prc-auc = 0.047053
Epoch 9784
Loss = 9.7675e-02, PNorm = 500.0090, GNorm = 1.1230, lr_0 = 9.9307e-04
Validation prc-auc = 0.027361
Epoch 9785
Loss = 3.2292e-02, PNorm = 500.0367, GNorm = 1.0192, lr_0 = 9.9307e-04
Validation prc-auc = 0.035124
Epoch 9786
Loss = 1.5668e-02, PNorm = 500.0592, GNorm = 0.5937, lr_0 = 9.9307e-04
Validation prc-auc = 0.033960
Epoch 9787
Loss = 3.8332e-02, PNorm = 500.0782, GNorm = 10.3439, lr_0 = 9.9307e-04
Validation prc-auc = 0.026224
Epoch 9788
Loss = 9.6358e-02, PNorm = 500.0964, GNorm = 1.3962, lr_0 = 9.9307e-04
Validation prc-auc = 0.026224
Epoch 9789
Loss = 6.0735e-02, PNorm = 500.1223, GNorm = 6.0574, lr_0 = 9.9307e-04
Loss = 3.2627e-02, PNorm = 500.1495, GNorm = 1.3725, lr_0 = 9.9307e-04
Validation prc-auc = 0.036337
Epoch 9790
Loss = 4.8476e-02, PNorm = 500.1808, GNorm = 2.3284, lr_0 = 9.9307e-04
Validation prc-auc = 0.037006
Epoch 9791
Loss = 3.7514e-02, PNorm = 500.2110, GNorm = 2.7178, lr_0 = 9.9307e-04
Validation prc-auc = 0.031067
Epoch 9792
Loss = 3.6713e-02, PNorm = 500.2397, GNorm = 0.5612, lr_0 = 9.9307e-04
Validation prc-auc = 0.034012
Epoch 9793
Loss = 7.1654e-02, PNorm = 500.2715, GNorm = 1.2088, lr_0 = 9.9307e-04
Validation prc-auc = 0.030504
Epoch 9794
Loss = 3.6611e-02, PNorm = 500.3016, GNorm = 0.9440, lr_0 = 9.9307e-04
Validation prc-auc = 0.025679
Epoch 9795
Loss = 4.8167e-02, PNorm = 500.3311, GNorm = 0.4526, lr_0 = 9.9307e-04
Validation prc-auc = 0.023467
Epoch 9796
Loss = 2.6676e-02, PNorm = 500.3570, GNorm = 0.2214, lr_0 = 9.9307e-04
Validation prc-auc = 0.025778
Epoch 9797
Loss = 6.2036e-03, PNorm = 500.3781, GNorm = 0.2436, lr_0 = 9.9306e-04
Validation prc-auc = 0.022971
Epoch 9798
Loss = 1.2284e-02, PNorm = 500.4054, GNorm = 0.5929, lr_0 = 9.9306e-04
Validation prc-auc = 0.023191
Epoch 9799
Loss = 9.4015e-03, PNorm = 500.4321, GNorm = 0.3858, lr_0 = 9.9306e-04
Loss = 2.6072e-02, PNorm = 500.4540, GNorm = 1.3865, lr_0 = 9.9306e-04
Validation prc-auc = 0.029228
Epoch 9800
Loss = 1.7072e-02, PNorm = 500.4755, GNorm = 2.4750, lr_0 = 9.9306e-04
Validation prc-auc = 0.029320
Epoch 9801
Loss = 1.6388e-02, PNorm = 500.4967, GNorm = 0.2250, lr_0 = 9.9306e-04
Validation prc-auc = 0.031930
Epoch 9802
Loss = 3.3210e-02, PNorm = 500.5143, GNorm = 0.1604, lr_0 = 9.9306e-04
Validation prc-auc = 0.039182
Epoch 9803
Loss = 1.5001e-02, PNorm = 500.5290, GNorm = 0.3901, lr_0 = 9.9306e-04
Validation prc-auc = 0.046954
Epoch 9804
Loss = 2.0801e-02, PNorm = 500.5430, GNorm = 1.2809, lr_0 = 9.9306e-04
Validation prc-auc = 0.047448
Epoch 9805
Loss = 3.1352e-02, PNorm = 500.5596, GNorm = 0.0933, lr_0 = 9.9306e-04
Validation prc-auc = 0.051988
Epoch 9806
Loss = 6.1333e-02, PNorm = 500.5886, GNorm = 1.7328, lr_0 = 9.9306e-04
Validation prc-auc = 0.047128
Epoch 9807
Loss = 2.3602e-02, PNorm = 500.6167, GNorm = 2.4514, lr_0 = 9.9306e-04
Validation prc-auc = 0.042294
Epoch 9808
Loss = 6.6601e-02, PNorm = 500.6393, GNorm = 0.9707, lr_0 = 9.9306e-04
Validation prc-auc = 0.034835
Epoch 9809
Loss = 8.1409e-02, PNorm = 500.6634, GNorm = 1.0910, lr_0 = 9.9306e-04
Loss = 1.2147e-02, PNorm = 500.6854, GNorm = 0.1119, lr_0 = 9.9306e-04
Validation prc-auc = 0.025069
Epoch 9810
Loss = 8.0108e-02, PNorm = 500.7184, GNorm = 3.5963, lr_0 = 9.9305e-04
Validation prc-auc = 0.027879
Epoch 9811
Loss = 4.1264e-02, PNorm = 500.7519, GNorm = 4.6475, lr_0 = 9.9305e-04
Validation prc-auc = 0.027072
Epoch 9812
Loss = 2.1703e-02, PNorm = 500.7813, GNorm = 0.4568, lr_0 = 9.9305e-04
Validation prc-auc = 0.044321
Epoch 9813
Loss = 1.4548e-02, PNorm = 500.8057, GNorm = 0.0559, lr_0 = 9.9305e-04
Validation prc-auc = 0.055041
Epoch 9814
Loss = 8.4338e-02, PNorm = 500.8320, GNorm = 0.0754, lr_0 = 9.9305e-04
Validation prc-auc = 0.024753
Epoch 9815
Loss = 8.9086e-03, PNorm = 500.8536, GNorm = 0.1584, lr_0 = 9.9305e-04
Validation prc-auc = 0.023728
Epoch 9816
Loss = 3.6010e-02, PNorm = 500.8698, GNorm = 0.4656, lr_0 = 9.9305e-04
Validation prc-auc = 0.030703
Epoch 9817
Loss = 2.9892e-02, PNorm = 500.8898, GNorm = 1.7481, lr_0 = 9.9305e-04
Validation prc-auc = 0.029254
Epoch 9818
Loss = 9.6142e-03, PNorm = 500.9085, GNorm = 0.1576, lr_0 = 9.9305e-04
Validation prc-auc = 0.029126
Epoch 9819
Loss = 6.2448e-03, PNorm = 500.9198, GNorm = 0.1512, lr_0 = 9.9305e-04
Loss = 3.8318e-02, PNorm = 500.9297, GNorm = 0.2051, lr_0 = 9.9305e-04
Validation prc-auc = 0.023366
Epoch 9820
Loss = 3.0267e-02, PNorm = 500.9533, GNorm = 1.1110, lr_0 = 9.9305e-04
Validation prc-auc = 0.025041
Epoch 9821
Loss = 4.7302e-02, PNorm = 500.9847, GNorm = 1.0949, lr_0 = 9.9305e-04
Validation prc-auc = 0.047464
Epoch 9822
Loss = 4.1906e-02, PNorm = 501.0162, GNorm = 0.5414, lr_0 = 9.9305e-04
Validation prc-auc = 0.044730
Epoch 9823
Loss = 1.3471e-02, PNorm = 501.0415, GNorm = 1.2502, lr_0 = 9.9304e-04
Validation prc-auc = 0.047636
Epoch 9824
Loss = 1.4552e-02, PNorm = 501.0608, GNorm = 0.0605, lr_0 = 9.9304e-04
Validation prc-auc = 0.041660
Epoch 9825
Loss = 7.6965e-03, PNorm = 501.0899, GNorm = 1.1103, lr_0 = 9.9304e-04
Validation prc-auc = 0.029571
Epoch 9826
Loss = 5.4261e-02, PNorm = 501.1228, GNorm = 0.1656, lr_0 = 9.9304e-04
Validation prc-auc = 0.039064
Epoch 9827
Loss = 7.4880e-02, PNorm = 501.1582, GNorm = 2.4718, lr_0 = 9.9304e-04
Validation prc-auc = 0.035019
Epoch 9828
Loss = 1.4712e-02, PNorm = 501.2111, GNorm = 0.2163, lr_0 = 9.9304e-04
Validation prc-auc = 0.030154
Epoch 9829
Loss = 1.3738e-03, PNorm = 501.2502, GNorm = 0.0951, lr_0 = 9.9304e-04
Loss = 4.3228e-02, PNorm = 501.2793, GNorm = 0.1593, lr_0 = 9.9304e-04
Validation prc-auc = 0.030159
Epoch 9830
Loss = 2.2773e-02, PNorm = 501.3007, GNorm = 0.1722, lr_0 = 9.9304e-04
Validation prc-auc = 0.035963
Epoch 9831
Loss = 5.7935e-02, PNorm = 501.3267, GNorm = 0.5679, lr_0 = 9.9304e-04
Validation prc-auc = 0.030115
Epoch 9832
Loss = 6.3681e-02, PNorm = 501.3496, GNorm = 3.7744, lr_0 = 9.9304e-04
Validation prc-auc = 0.022355
Epoch 9833
Loss = 1.1229e-02, PNorm = 501.3737, GNorm = 1.7612, lr_0 = 9.9304e-04
Validation prc-auc = 0.014615
Epoch 9834
Loss = 3.9554e-02, PNorm = 501.3889, GNorm = 0.7800, lr_0 = 9.9304e-04
Validation prc-auc = 0.021527
Epoch 9835
Loss = 8.8097e-02, PNorm = 501.4134, GNorm = 1.8574, lr_0 = 9.9304e-04
Validation prc-auc = 0.023076
Epoch 9836
Loss = 1.2821e-01, PNorm = 501.4465, GNorm = 1.0886, lr_0 = 9.9304e-04
Validation prc-auc = 0.018595
Epoch 9837
Loss = 7.9826e-02, PNorm = 501.4826, GNorm = 2.7883, lr_0 = 9.9303e-04
Validation prc-auc = 0.021055
Epoch 9838
Loss = 1.4430e-02, PNorm = 501.5106, GNorm = 0.5161, lr_0 = 9.9303e-04
Validation prc-auc = 0.021609
Epoch 9839
Loss = 3.6098e-02, PNorm = 501.5308, GNorm = 1.0661, lr_0 = 9.9303e-04
Loss = 3.7740e-02, PNorm = 501.5447, GNorm = 4.9362, lr_0 = 9.9303e-04
Validation prc-auc = 0.023247
Epoch 9840
Loss = 2.9357e-02, PNorm = 501.5631, GNorm = 0.1800, lr_0 = 9.9303e-04
Validation prc-auc = 0.041019
Epoch 9841
Loss = 3.4882e-02, PNorm = 501.5864, GNorm = 0.2715, lr_0 = 9.9303e-04
Validation prc-auc = 0.052658
Epoch 9842
Loss = 2.2025e-02, PNorm = 501.6073, GNorm = 0.3207, lr_0 = 9.9303e-04
Validation prc-auc = 0.056024
Epoch 9843
Loss = 1.5092e-02, PNorm = 501.6232, GNorm = 0.4887, lr_0 = 9.9303e-04
Validation prc-auc = 0.053084
Epoch 9844
Loss = 1.0391e-02, PNorm = 501.6364, GNorm = 0.1478, lr_0 = 9.9303e-04
Validation prc-auc = 0.052660
Epoch 9845
Loss = 3.7429e-02, PNorm = 501.6498, GNorm = 1.5688, lr_0 = 9.9303e-04
Validation prc-auc = 0.053365
Epoch 9846
Loss = 3.8645e-02, PNorm = 501.6633, GNorm = 1.2839, lr_0 = 9.9303e-04
Validation prc-auc = 0.052740
Epoch 9847
Loss = 2.6736e-02, PNorm = 501.6776, GNorm = 0.1107, lr_0 = 9.9303e-04
Validation prc-auc = 0.042013
Epoch 9848
Loss = 5.9408e-02, PNorm = 501.6943, GNorm = 1.6161, lr_0 = 9.9303e-04
Validation prc-auc = 0.046183
Epoch 9849
Loss = 6.6234e-03, PNorm = 501.7138, GNorm = 0.2712, lr_0 = 9.9303e-04
Loss = 1.7224e-02, PNorm = 501.7298, GNorm = 0.0515, lr_0 = 9.9303e-04
Validation prc-auc = 0.040560
Epoch 9850
Loss = 1.9768e-02, PNorm = 501.7459, GNorm = 0.8261, lr_0 = 9.9302e-04
Validation prc-auc = 0.034163
Epoch 9851
Loss = 3.7738e-02, PNorm = 501.7595, GNorm = 2.5611, lr_0 = 9.9302e-04
Validation prc-auc = 0.041005
Epoch 9852
Loss = 9.0874e-03, PNorm = 501.7766, GNorm = 0.0437, lr_0 = 9.9302e-04
Validation prc-auc = 0.045511
Epoch 9853
Loss = 3.3860e-02, PNorm = 501.7910, GNorm = 1.1308, lr_0 = 9.9302e-04
Validation prc-auc = 0.046415
Epoch 9854
Loss = 1.0282e-02, PNorm = 501.8050, GNorm = 0.1166, lr_0 = 9.9302e-04
Validation prc-auc = 0.046124
Epoch 9855
Loss = 8.8683e-03, PNorm = 501.8134, GNorm = 0.3266, lr_0 = 9.9302e-04
Validation prc-auc = 0.046546
Epoch 9856
Loss = 5.9597e-02, PNorm = 501.8305, GNorm = 0.0837, lr_0 = 9.9302e-04
Validation prc-auc = 0.028833
Epoch 9857
Loss = 1.6337e-02, PNorm = 501.8507, GNorm = 1.3693, lr_0 = 9.9302e-04
Validation prc-auc = 0.031478
Epoch 9858
Loss = 1.4417e-02, PNorm = 501.8705, GNorm = 0.8367, lr_0 = 9.9302e-04
Validation prc-auc = 0.028062
Epoch 9859
Loss = 2.8824e-01, PNorm = 501.8941, GNorm = 8.1138, lr_0 = 9.9302e-04
Loss = 4.9679e-02, PNorm = 501.9222, GNorm = 4.3092, lr_0 = 9.9302e-04
Validation prc-auc = 0.045448
Epoch 9860
Loss = 4.2095e-02, PNorm = 501.9581, GNorm = 0.9300, lr_0 = 9.9302e-04
Validation prc-auc = 0.044464
Epoch 9861
Loss = 3.9841e-02, PNorm = 501.9926, GNorm = 7.0663, lr_0 = 9.9302e-04
Validation prc-auc = 0.043129
Epoch 9862
Loss = 4.6785e-02, PNorm = 502.0266, GNorm = 1.0059, lr_0 = 9.9302e-04
Validation prc-auc = 0.050041
Epoch 9863
Loss = 3.5756e-02, PNorm = 502.0621, GNorm = 1.3415, lr_0 = 9.9301e-04
Validation prc-auc = 0.050259
Epoch 9864
Loss = 1.8660e-02, PNorm = 502.0896, GNorm = 0.3755, lr_0 = 9.9301e-04
Validation prc-auc = 0.056504
Epoch 9865
Loss = 6.0272e-02, PNorm = 502.1139, GNorm = 3.1877, lr_0 = 9.9301e-04
Validation prc-auc = 0.051644
Epoch 9866
Loss = 2.9301e-02, PNorm = 502.1390, GNorm = 2.0355, lr_0 = 9.9301e-04
Validation prc-auc = 0.051970
Epoch 9867
Loss = 7.9647e-02, PNorm = 502.1615, GNorm = 0.0824, lr_0 = 9.9301e-04
Validation prc-auc = 0.052566
Epoch 9868
Loss = 6.2020e-03, PNorm = 502.1894, GNorm = 0.1501, lr_0 = 9.9301e-04
Validation prc-auc = 0.052681
Epoch 9869
Loss = 3.8932e-02, PNorm = 502.2141, GNorm = 1.8687, lr_0 = 9.9301e-04
Loss = 6.1335e-02, PNorm = 502.2513, GNorm = 0.7176, lr_0 = 9.9301e-04
Validation prc-auc = 0.047010
Epoch 9870
Loss = 1.2588e-02, PNorm = 502.2801, GNorm = 0.4937, lr_0 = 9.9301e-04
Validation prc-auc = 0.046973
Epoch 9871
Loss = 8.0952e-02, PNorm = 502.3024, GNorm = 4.0479, lr_0 = 9.9301e-04
Validation prc-auc = 0.045756
Epoch 9872
Loss = 1.7581e-02, PNorm = 502.3405, GNorm = 0.5643, lr_0 = 9.9301e-04
Validation prc-auc = 0.047473
Epoch 9873
Loss = 4.1488e-02, PNorm = 502.3689, GNorm = 2.6288, lr_0 = 9.9301e-04
Validation prc-auc = 0.047147
Epoch 9874
Loss = 1.5528e-02, PNorm = 502.3939, GNorm = 0.1477, lr_0 = 9.9301e-04
Validation prc-auc = 0.041233
Epoch 9875
Loss = 9.5094e-03, PNorm = 502.4105, GNorm = 0.6702, lr_0 = 9.9301e-04
Validation prc-auc = 0.046396
Epoch 9876
Loss = 2.9116e-02, PNorm = 502.4282, GNorm = 0.2481, lr_0 = 9.9301e-04
Validation prc-auc = 0.040421
Epoch 9877
Loss = 2.9449e-02, PNorm = 502.4473, GNorm = 1.3754, lr_0 = 9.9300e-04
Validation prc-auc = 0.039888
Epoch 9878
Loss = 7.5624e-02, PNorm = 502.4763, GNorm = 1.6830, lr_0 = 9.9300e-04
Validation prc-auc = 0.040306
Epoch 9879
Loss = 9.8202e-03, PNorm = 502.5126, GNorm = 0.6097, lr_0 = 9.9300e-04
Loss = 2.1530e-02, PNorm = 502.5444, GNorm = 0.1655, lr_0 = 9.9300e-04
Validation prc-auc = 0.040934
Epoch 9880
Loss = 3.0843e-02, PNorm = 502.5715, GNorm = 1.1622, lr_0 = 9.9300e-04
Validation prc-auc = 0.043203
Epoch 9881
Loss = 2.1241e-02, PNorm = 502.5996, GNorm = 0.2799, lr_0 = 9.9300e-04
Validation prc-auc = 0.044746
Epoch 9882
Loss = 2.3019e-02, PNorm = 502.6200, GNorm = 2.5226, lr_0 = 9.9300e-04
Validation prc-auc = 0.045136
Epoch 9883
Loss = 2.1294e-02, PNorm = 502.6402, GNorm = 0.1182, lr_0 = 9.9300e-04
Validation prc-auc = 0.044106
Epoch 9884
Loss = 5.6425e-02, PNorm = 502.6636, GNorm = 2.5674, lr_0 = 9.9300e-04
Validation prc-auc = 0.044382
Epoch 9885
Loss = 5.9135e-02, PNorm = 502.6861, GNorm = 0.4998, lr_0 = 9.9300e-04
Validation prc-auc = 0.043625
Epoch 9886
Loss = 2.4168e-02, PNorm = 502.7181, GNorm = 1.1268, lr_0 = 9.9300e-04
Validation prc-auc = 0.045753
Epoch 9887
Loss = 3.6033e-02, PNorm = 502.7444, GNorm = 0.0922, lr_0 = 9.9300e-04
Validation prc-auc = 0.045199
Epoch 9888
Loss = 1.5846e-02, PNorm = 502.7694, GNorm = 0.4792, lr_0 = 9.9300e-04
Validation prc-auc = 0.055519
Epoch 9889
Loss = 1.8285e-01, PNorm = 502.7949, GNorm = 3.3996, lr_0 = 9.9300e-04
Loss = 3.0660e-02, PNorm = 502.8210, GNorm = 1.3819, lr_0 = 9.9299e-04
Validation prc-auc = 0.038698
Epoch 9890
Loss = 3.5288e-02, PNorm = 502.8450, GNorm = 2.1617, lr_0 = 9.9299e-04
Validation prc-auc = 0.038643
Epoch 9891
Loss = 3.0844e-02, PNorm = 502.8761, GNorm = 2.2002, lr_0 = 9.9299e-04
Validation prc-auc = 0.044133
Epoch 9892
Loss = 2.9209e-02, PNorm = 502.8998, GNorm = 1.3812, lr_0 = 9.9299e-04
Validation prc-auc = 0.044708
Epoch 9893
Loss = 1.2224e-02, PNorm = 502.9224, GNorm = 0.0780, lr_0 = 9.9299e-04
Validation prc-auc = 0.050769
Epoch 9894
Loss = 2.7351e-02, PNorm = 502.9376, GNorm = 0.0756, lr_0 = 9.9299e-04
Validation prc-auc = 0.056437
Epoch 9895
Loss = 1.1624e-02, PNorm = 502.9584, GNorm = 1.6592, lr_0 = 9.9299e-04
Validation prc-auc = 0.061931
Epoch 9896
Loss = 8.4478e-03, PNorm = 502.9789, GNorm = 0.0863, lr_0 = 9.9299e-04
Validation prc-auc = 0.061784
Epoch 9897
Loss = 3.2422e-02, PNorm = 502.9961, GNorm = 1.5761, lr_0 = 9.9299e-04
Validation prc-auc = 0.062435
Epoch 9898
Loss = 1.8053e-02, PNorm = 503.0197, GNorm = 1.7438, lr_0 = 9.9299e-04
Validation prc-auc = 0.063631
Epoch 9899
Loss = 1.2429e-01, PNorm = 503.0430, GNorm = 4.1203, lr_0 = 9.9299e-04
Loss = 5.5189e-02, PNorm = 503.0746, GNorm = 1.2830, lr_0 = 9.9299e-04
Validation prc-auc = 0.043401
Epoch 9900
Loss = 5.6469e-02, PNorm = 503.1049, GNorm = 4.8833, lr_0 = 9.9299e-04
Validation prc-auc = 0.042742
Epoch 9901
Loss = 4.6658e-02, PNorm = 503.1434, GNorm = 0.5629, lr_0 = 9.9299e-04
Validation prc-auc = 0.044162
Epoch 9902
Loss = 4.1808e-02, PNorm = 503.1737, GNorm = 2.3534, lr_0 = 9.9299e-04
Validation prc-auc = 0.044511
Epoch 9903
Loss = 2.1224e-02, PNorm = 503.2000, GNorm = 0.6078, lr_0 = 9.9298e-04
Validation prc-auc = 0.044924
Epoch 9904
Loss = 1.9207e-02, PNorm = 503.2211, GNorm = 0.2266, lr_0 = 9.9298e-04
Validation prc-auc = 0.051838
Epoch 9905
Loss = 2.6613e-02, PNorm = 503.2404, GNorm = 0.1003, lr_0 = 9.9298e-04
Validation prc-auc = 0.055409
Epoch 9906
Loss = 2.5756e-02, PNorm = 503.2599, GNorm = 0.1265, lr_0 = 9.9298e-04
Validation prc-auc = 0.054458
Epoch 9907
Loss = 2.4447e-02, PNorm = 503.2768, GNorm = 0.5574, lr_0 = 9.9298e-04
Validation prc-auc = 0.048168
Epoch 9908
Loss = 4.0297e-02, PNorm = 503.2921, GNorm = 0.9354, lr_0 = 9.9298e-04
Validation prc-auc = 0.042795
Epoch 9909
Loss = 1.7420e-02, PNorm = 503.3075, GNorm = 1.9389, lr_0 = 9.9298e-04
Loss = 2.6636e-02, PNorm = 503.3248, GNorm = 2.1108, lr_0 = 9.9298e-04
Validation prc-auc = 0.043202
Epoch 9910
Loss = 1.8763e-02, PNorm = 503.3430, GNorm = 0.1167, lr_0 = 9.9298e-04
Validation prc-auc = 0.043936
Epoch 9911
Loss = 1.2785e-02, PNorm = 503.3560, GNorm = 0.1009, lr_0 = 9.9298e-04
Validation prc-auc = 0.043076
Epoch 9912
Loss = 2.8818e-02, PNorm = 503.3671, GNorm = 0.1145, lr_0 = 9.9298e-04
Validation prc-auc = 0.048841
Epoch 9913
Loss = 1.1844e-02, PNorm = 503.3764, GNorm = 0.0505, lr_0 = 9.9298e-04
Validation prc-auc = 0.054903
Epoch 9914
Loss = 5.5640e-02, PNorm = 503.3864, GNorm = 0.2675, lr_0 = 9.9298e-04
Validation prc-auc = 0.048451
Epoch 9915
Loss = 2.6947e-02, PNorm = 503.4051, GNorm = 0.1812, lr_0 = 9.9298e-04
Validation prc-auc = 0.049933
Epoch 9916
Loss = 3.3392e-02, PNorm = 503.4192, GNorm = 1.6220, lr_0 = 9.9298e-04
Validation prc-auc = 0.049505
Epoch 9917
Loss = 3.6281e-02, PNorm = 503.4379, GNorm = 1.8829, lr_0 = 9.9297e-04
Validation prc-auc = 0.050201
Epoch 9918
Loss = 8.8322e-02, PNorm = 503.4561, GNorm = 3.0147, lr_0 = 9.9297e-04
Validation prc-auc = 0.046070
Epoch 9919
Loss = 4.2261e-03, PNorm = 503.4742, GNorm = 0.1690, lr_0 = 9.9297e-04
Loss = 3.2329e-02, PNorm = 503.4945, GNorm = 1.1018, lr_0 = 9.9297e-04
Validation prc-auc = 0.045251
Epoch 9920
Loss = 5.1166e-02, PNorm = 503.5146, GNorm = 0.1169, lr_0 = 9.9297e-04
Validation prc-auc = 0.030493
Epoch 9921
Loss = 2.2612e-02, PNorm = 503.5354, GNorm = 0.5325, lr_0 = 9.9297e-04
Validation prc-auc = 0.034726
Epoch 9922
Loss = 4.2609e-02, PNorm = 503.5529, GNorm = 2.0096, lr_0 = 9.9297e-04
Validation prc-auc = 0.030095
Epoch 9923
Loss = 9.4704e-03, PNorm = 503.5691, GNorm = 0.1779, lr_0 = 9.9297e-04
Validation prc-auc = 0.036614
Epoch 9924
Loss = 7.4538e-03, PNorm = 503.5795, GNorm = 0.6006, lr_0 = 9.9297e-04
Validation prc-auc = 0.048174
Epoch 9925
Loss = 1.5908e-02, PNorm = 503.5871, GNorm = 1.9354, lr_0 = 9.9297e-04
Validation prc-auc = 0.058568
Epoch 9926
Loss = 4.6544e-03, PNorm = 503.5997, GNorm = 0.8354, lr_0 = 9.9297e-04
Validation prc-auc = 0.059630
Epoch 9927
Loss = 1.2602e-01, PNorm = 503.6150, GNorm = 1.6247, lr_0 = 9.9297e-04
Validation prc-auc = 0.048486
Epoch 9928
Loss = 4.4665e-02, PNorm = 503.6413, GNorm = 2.5451, lr_0 = 9.9297e-04
Validation prc-auc = 0.031253
Epoch 9929
Loss = 2.6760e-02, PNorm = 503.6687, GNorm = 1.0265, lr_0 = 9.9297e-04
Loss = 2.2951e-02, PNorm = 503.6889, GNorm = 0.2453, lr_0 = 9.9296e-04
Validation prc-auc = 0.040753
Epoch 9930
Loss = 1.7373e-02, PNorm = 503.7037, GNorm = 3.7922, lr_0 = 9.9296e-04
Validation prc-auc = 0.055533
Epoch 9931
Loss = 2.6704e-02, PNorm = 503.7236, GNorm = 2.3372, lr_0 = 9.9296e-04
Validation prc-auc = 0.054960
Epoch 9932
Loss = 2.8471e-02, PNorm = 503.7436, GNorm = 4.6300, lr_0 = 9.9296e-04
Validation prc-auc = 0.053750
Epoch 9933
Loss = 2.2629e-02, PNorm = 503.7683, GNorm = 0.1852, lr_0 = 9.9296e-04
Validation prc-auc = 0.058827
Epoch 9934
Loss = 1.1491e-02, PNorm = 503.7845, GNorm = 0.2994, lr_0 = 9.9296e-04
Validation prc-auc = 0.058752
Epoch 9935
Loss = 5.2601e-02, PNorm = 503.8029, GNorm = 0.4473, lr_0 = 9.9296e-04
Validation prc-auc = 0.060076
Epoch 9936
Loss = 2.2174e-02, PNorm = 503.8225, GNorm = 0.6859, lr_0 = 9.9296e-04
Validation prc-auc = 0.048765
Epoch 9937
Loss = 2.1318e-02, PNorm = 503.8403, GNorm = 0.2007, lr_0 = 9.9296e-04
Validation prc-auc = 0.051920
Epoch 9938
Loss = 6.3836e-02, PNorm = 503.8570, GNorm = 0.5802, lr_0 = 9.9296e-04
Validation prc-auc = 0.047782
Epoch 9939
Loss = 1.9705e-02, PNorm = 503.8745, GNorm = 1.1618, lr_0 = 9.9296e-04
Loss = 3.3995e-02, PNorm = 503.8872, GNorm = 0.4336, lr_0 = 9.9296e-04
Validation prc-auc = 0.047849
Epoch 9940
Loss = 3.6361e-02, PNorm = 503.9012, GNorm = 2.7212, lr_0 = 9.9296e-04
Validation prc-auc = 0.037284
Epoch 9941
Loss = 4.7017e-02, PNorm = 503.9248, GNorm = 5.7069, lr_0 = 9.9296e-04
Validation prc-auc = 0.050538
Epoch 9942
Loss = 4.1692e-02, PNorm = 503.9573, GNorm = 1.8159, lr_0 = 9.9296e-04
Validation prc-auc = 0.037422
Epoch 9943
Loss = 3.2123e-02, PNorm = 503.9997, GNorm = 2.4679, lr_0 = 9.9295e-04
Validation prc-auc = 0.018984
Epoch 9944
Loss = 3.4564e-02, PNorm = 504.0320, GNorm = 0.6485, lr_0 = 9.9295e-04
Validation prc-auc = 0.020659
Epoch 9945
Loss = 4.2195e-02, PNorm = 504.0567, GNorm = 3.1090, lr_0 = 9.9295e-04
Validation prc-auc = 0.051884
Epoch 9946
Loss = 1.0621e-01, PNorm = 504.0799, GNorm = 1.2947, lr_0 = 9.9295e-04
Validation prc-auc = 0.024732
Epoch 9947
Loss = 2.6101e-02, PNorm = 504.1021, GNorm = 1.6866, lr_0 = 9.9295e-04
Validation prc-auc = 0.023956
Epoch 9948
Loss = 3.3485e-02, PNorm = 504.1189, GNorm = 2.2654, lr_0 = 9.9295e-04
Validation prc-auc = 0.030286
Epoch 9949
Loss = 4.6839e-03, PNorm = 504.1394, GNorm = 0.3431, lr_0 = 9.9295e-04
Loss = 1.3536e-02, PNorm = 504.1591, GNorm = 0.5104, lr_0 = 9.9295e-04
Validation prc-auc = 0.036997
Epoch 9950
Loss = 5.4004e-02, PNorm = 504.1769, GNorm = 5.6403, lr_0 = 9.9295e-04
Validation prc-auc = 0.032789
Epoch 9951
Loss = 2.0241e-02, PNorm = 504.1953, GNorm = 1.2457, lr_0 = 9.9295e-04
Validation prc-auc = 0.027203
Epoch 9952
Loss = 2.7486e-02, PNorm = 504.2117, GNorm = 3.3224, lr_0 = 9.9295e-04
Validation prc-auc = 0.026424
Epoch 9953
Loss = 2.6294e-02, PNorm = 504.2408, GNorm = 0.6965, lr_0 = 9.9295e-04
Validation prc-auc = 0.026215
Epoch 9954
Loss = 3.5617e-02, PNorm = 504.2697, GNorm = 1.5907, lr_0 = 9.9295e-04
Validation prc-auc = 0.025758
Epoch 9955
Loss = 2.8733e-02, PNorm = 504.2878, GNorm = 0.6126, lr_0 = 9.9295e-04
Validation prc-auc = 0.025652
Epoch 9956
Loss = 2.1582e-02, PNorm = 504.3066, GNorm = 1.3199, lr_0 = 9.9295e-04
Validation prc-auc = 0.032593
Epoch 9957
Loss = 1.1188e-02, PNorm = 504.3360, GNorm = 0.7695, lr_0 = 9.9294e-04
Validation prc-auc = 0.033536
Epoch 9958
Loss = 3.7949e-02, PNorm = 504.3749, GNorm = 1.4975, lr_0 = 9.9294e-04
Validation prc-auc = 0.022035
Epoch 9959
Loss = 1.1734e-01, PNorm = 504.4044, GNorm = 4.0319, lr_0 = 9.9294e-04
Loss = 2.3772e-02, PNorm = 504.4285, GNorm = 1.6261, lr_0 = 9.9294e-04
Validation prc-auc = 0.027441
Epoch 9960
Loss = 6.2069e-02, PNorm = 504.4552, GNorm = 0.2135, lr_0 = 9.9294e-04
Validation prc-auc = 0.021629
Epoch 9961
Loss = 2.6377e-02, PNorm = 504.4815, GNorm = 1.9716, lr_0 = 9.9294e-04
Validation prc-auc = 0.025121
Epoch 9962
Loss = 5.1589e-02, PNorm = 504.5093, GNorm = 0.8459, lr_0 = 9.9294e-04
Validation prc-auc = 0.029533
Epoch 9963
Loss = 3.0529e-02, PNorm = 504.5413, GNorm = 7.1937, lr_0 = 9.9294e-04
Validation prc-auc = 0.052838
Epoch 9964
Loss = 3.9171e-02, PNorm = 504.5658, GNorm = 1.1338, lr_0 = 9.9294e-04
Validation prc-auc = 0.049638
Epoch 9965
Loss = 6.6287e-02, PNorm = 504.5949, GNorm = 0.6678, lr_0 = 9.9294e-04
Validation prc-auc = 0.033095
Epoch 9966
Loss = 3.2061e-02, PNorm = 504.6259, GNorm = 0.1895, lr_0 = 9.9294e-04
Validation prc-auc = 0.033589
Epoch 9967
Loss = 1.6342e-02, PNorm = 504.6577, GNorm = 0.2262, lr_0 = 9.9294e-04
Validation prc-auc = 0.038873
Epoch 9968
Loss = 7.0627e-02, PNorm = 504.6854, GNorm = 0.8444, lr_0 = 9.9294e-04
Validation prc-auc = 0.036707
Epoch 9969
Loss = 1.9614e-02, PNorm = 504.7115, GNorm = 2.5957, lr_0 = 9.9294e-04
Loss = 2.9621e-02, PNorm = 504.7359, GNorm = 0.1784, lr_0 = 9.9293e-04
Validation prc-auc = 0.037030
Epoch 9970
Loss = 3.1810e-02, PNorm = 504.7579, GNorm = 3.5531, lr_0 = 9.9293e-04
Validation prc-auc = 0.042362
Epoch 9971
Loss = 3.5450e-02, PNorm = 504.7784, GNorm = 1.2027, lr_0 = 9.9293e-04
Validation prc-auc = 0.032410
Epoch 9972
Loss = 4.3968e-02, PNorm = 504.8068, GNorm = 2.9192, lr_0 = 9.9293e-04
Validation prc-auc = 0.032729
Epoch 9973
Loss = 3.8886e-02, PNorm = 504.8384, GNorm = 0.3854, lr_0 = 9.9293e-04
Validation prc-auc = 0.034745
Epoch 9974
Loss = 1.4485e-02, PNorm = 504.8656, GNorm = 0.5858, lr_0 = 9.9293e-04
Validation prc-auc = 0.045455
Epoch 9975
Loss = 2.6020e-02, PNorm = 504.8882, GNorm = 0.2009, lr_0 = 9.9293e-04
Validation prc-auc = 0.046542
Epoch 9976
Loss = 4.8980e-02, PNorm = 504.9058, GNorm = 1.5049, lr_0 = 9.9293e-04
Validation prc-auc = 0.041312
Epoch 9977
Loss = 5.6465e-02, PNorm = 504.9224, GNorm = 2.0261, lr_0 = 9.9293e-04
Validation prc-auc = 0.041973
Epoch 9978
Loss = 5.6558e-03, PNorm = 504.9473, GNorm = 0.1122, lr_0 = 9.9293e-04
Validation prc-auc = 0.036911
Epoch 9979
Loss = 8.7242e-04, PNorm = 504.9744, GNorm = 0.0555, lr_0 = 9.9293e-04
Loss = 8.8107e-02, PNorm = 505.0029, GNorm = 0.3223, lr_0 = 9.9293e-04
Validation prc-auc = 0.046337
Epoch 9980
Loss = 6.4474e-02, PNorm = 505.0471, GNorm = 2.9704, lr_0 = 9.9293e-04
Validation prc-auc = 0.047431
Epoch 9981
Loss = 5.0775e-02, PNorm = 505.0896, GNorm = 1.1157, lr_0 = 9.9293e-04
Validation prc-auc = 0.039491
Epoch 9982
Loss = 2.5953e-02, PNorm = 505.1212, GNorm = 0.6398, lr_0 = 9.9293e-04
Validation prc-auc = 0.054130
Epoch 9983
Loss = 3.7620e-02, PNorm = 505.1470, GNorm = 0.2145, lr_0 = 9.9292e-04
Validation prc-auc = 0.061843
Epoch 9984
Loss = 5.0223e-02, PNorm = 505.1725, GNorm = 0.9280, lr_0 = 9.9292e-04
Validation prc-auc = 0.064792
Epoch 9985
Loss = 7.2126e-02, PNorm = 505.2006, GNorm = 1.9881, lr_0 = 9.9292e-04
Validation prc-auc = 0.049855
Epoch 9986
Loss = 4.0304e-02, PNorm = 505.2357, GNorm = 0.6608, lr_0 = 9.9292e-04
Validation prc-auc = 0.044528
Epoch 9987
Loss = 2.7041e-02, PNorm = 505.2766, GNorm = 0.2538, lr_0 = 9.9292e-04
Validation prc-auc = 0.028751
Epoch 9988
Loss = 1.9401e-02, PNorm = 505.3087, GNorm = 2.6015, lr_0 = 9.9292e-04
Validation prc-auc = 0.027736
Epoch 9989
Loss = 7.8242e-02, PNorm = 505.3296, GNorm = 1.9984, lr_0 = 9.9292e-04
Loss = 3.8387e-02, PNorm = 505.3559, GNorm = 3.6019, lr_0 = 9.9292e-04
Validation prc-auc = 0.040059
Epoch 9990
Loss = 2.4421e-02, PNorm = 505.3809, GNorm = 0.1940, lr_0 = 9.9292e-04
Validation prc-auc = 0.040733
Epoch 9991
Loss = 4.8729e-02, PNorm = 505.3995, GNorm = 0.9016, lr_0 = 9.9292e-04
Validation prc-auc = 0.042120
Epoch 9992
Loss = 5.5969e-02, PNorm = 505.4240, GNorm = 0.5722, lr_0 = 9.9292e-04
Validation prc-auc = 0.045629
Epoch 9993
Loss = 1.6436e-02, PNorm = 505.4479, GNorm = 1.3975, lr_0 = 9.9292e-04
Validation prc-auc = 0.052716
Epoch 9994
Loss = 3.3700e-02, PNorm = 505.4746, GNorm = 0.1616, lr_0 = 9.9292e-04
Validation prc-auc = 0.049613
Epoch 9995
Loss = 5.3209e-03, PNorm = 505.4968, GNorm = 0.2083, lr_0 = 9.9292e-04
Validation prc-auc = 0.060275
Epoch 9996
Loss = 4.2604e-02, PNorm = 505.5153, GNorm = 0.3732, lr_0 = 9.9291e-04
Validation prc-auc = 0.054372
Epoch 9997
Loss = 1.1092e-02, PNorm = 505.5346, GNorm = 0.5192, lr_0 = 9.9291e-04
Validation prc-auc = 0.048025
Epoch 9998
Loss = 8.7557e-04, PNorm = 505.5562, GNorm = 0.1054, lr_0 = 9.9291e-04
Validation prc-auc = 0.046116
Epoch 9999
Loss = 2.4033e-02, PNorm = 505.5810, GNorm = 1.8260, lr_0 = 9.9291e-04
Loss = 4.0023e-02, PNorm = 505.6033, GNorm = 0.1024, lr_0 = 9.9291e-04
Validation prc-auc = 0.045750
Model 0 best validation prc-auc = 0.107626 on epoch 784
Loading pretrained parameter "encoder.encoder.0.cached_zero_vector".
Loading pretrained parameter "encoder.encoder.0.W_i.weight".
Loading pretrained parameter "encoder.encoder.0.W_h.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.weight".
Loading pretrained parameter "encoder.encoder.0.W_o.bias".
Loading pretrained parameter "ffn.1.weight".
Loading pretrained parameter "ffn.1.bias".
Loading pretrained parameter "ffn.4.weight".
Loading pretrained parameter "ffn.4.bias".
Moving model to cuda
Model 0 test prc-auc = 0.059498
Ensemble test prc-auc = 0.059498
1-fold cross validation
	Seed 0 ==> test prc-auc = 0.059498
Overall test prc-auc = 0.059498 +/- 0.000000
Elapsed time = 2 days, 3:45:20
